{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize and Analyze Data\n",
    "\n",
    "This notebook will explore the data we downloaded in the `Customize and Access Data` notebook to fulfill the final objective of this tutorial: \n",
    "\n",
    "* Interact with ICESat-2 and MODIS data using basic Python science libraries to visualize, filter, and plot concurrent data.\n",
    "\n",
    "We will perform the following steps:\n",
    "\n",
    "1. Read in ATL07 and ATL10 data and apply time conversion\n",
    "3. Read in MOD29 data and apply scale factor \n",
    "4. Overlay ATL07 data over MOD29\n",
    "5. Extract MOD29 Ice Surface Temperature (IST) values along ATL07 height values\n",
    "6. Plot MOD29 IST and ATL07 heights\n",
    "7. Plot ATL07 and ATL10 and compare ATL10 coverage with ATL07 quality variables\n",
    "   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "import h5py\n",
    "import xarray as xr\n",
    "import pyproj\n",
    "import pandas as pd\n",
    "import pyresample as prs\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "# to make sure we find the shell from ! cells\n",
    "import os\n",
    "os.environ[\"PATH\"] += os.pathsep + os.pathsep.join(['/bin', '/bin/bash'])\n",
    "\n",
    "# Helper functions\n",
    "import tutorial_helper_functions as fn\n",
    "\n",
    "#Allows plots to be rendered in notebook\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will pull the rest of our data from a staged directory. This will only be available during the in-person tutorial. \n",
    "To get NSIDC data refer to the Data Access notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "!aws --no-sign-request --region=us-west-2 s3 sync s3://YOUR-S3-BUCKET/ Outputs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read in ATL07 and ATL10 and apply time conversion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be focusing on two packages to read in our data:\n",
    "\n",
    "* [Pandas DataFrame](https://pandas.pydata.org/pandas-docs/stable/getting_started/overview.html)\n",
    "    * Pandas is built on top of NumPy and provides easy to work with data structures. The pandas dataframe is a 2-D tabular data structure with labeled axes. \n",
    "* [Xarray](http://xarray.pydata.org/en/stable/index.html)\n",
    "    * Designed for multidimensional data. Xarray introduces labels in the form of dimensions, coordinates and attributes on top of raw NumPy-like arrays. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load ATL07 and ATL10 granules into dataframes\n",
    "\n",
    "We will start by defining variables to extract and combine as a single dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "VARIABLES = {\n",
    "    'ATL07': [\n",
    "        '/gt1l/sea_ice_segments/delta_time',\n",
    "        '/gt1l/sea_ice_segments/latitude',\n",
    "        '/gt1l/sea_ice_segments/longitude',\n",
    "        '/gt1l/sea_ice_segments/heights/height_segment_confidence',\n",
    "        '/gt1l/sea_ice_segments/heights/height_segment_height',\n",
    "        '/gt1l/sea_ice_segments/heights/height_segment_quality',\n",
    "        '/gt1l/sea_ice_segments/heights/height_segment_surface_error_est',\n",
    "        '/gt1l/sea_ice_segments/heights/height_segment_length_seg',\n",
    "        '/gt2l/sea_ice_segments/delta_time',\n",
    "        '/gt2l/sea_ice_segments/latitude',\n",
    "        '/gt2l/sea_ice_segments/longitude',\n",
    "        '/gt2l/sea_ice_segments/heights/height_segment_confidence',\n",
    "        '/gt2l/sea_ice_segments/heights/height_segment_height',\n",
    "        '/gt2l/sea_ice_segments/heights/height_segment_quality',\n",
    "        '/gt2l/sea_ice_segments/heights/height_segment_surface_error_est',\n",
    "        '/gt2l/sea_ice_segments/heights/height_segment_length_seg',\n",
    "        '/gt3l/sea_ice_segments/delta_time',\n",
    "        '/gt3l/sea_ice_segments/latitude',\n",
    "        '/gt3l/sea_ice_segments/longitude',\n",
    "        '/gt3l/sea_ice_segments/heights/height_segment_confidence',\n",
    "        '/gt3l/sea_ice_segments/heights/height_segment_height',\n",
    "        '/gt3l/sea_ice_segments/heights/height_segment_quality',\n",
    "        '/gt3l/sea_ice_segments/heights/height_segment_surface_error_est',\n",
    "        '/gt3l/sea_ice_segments/heights/height_segment_length_seg'],\n",
    "    'ATL10': [\n",
    "        '/gt1l/freeboard_beam_segment/beam_freeboard/delta_time',\n",
    "        '/gt1l/freeboard_beam_segment/beam_freeboard/latitude',\n",
    "        '/gt1l/freeboard_beam_segment/beam_freeboard/longitude',\n",
    "        '/gt1l/freeboard_beam_segment/beam_freeboard/beam_fb_confidence',\n",
    "        '/gt1l/freeboard_beam_segment/beam_freeboard/beam_fb_quality_flag',\n",
    "        '/gt1l/freeboard_beam_segment/beam_freeboard/beam_fb_height',\n",
    "        '/gt2l/freeboard_beam_segment/beam_freeboard/delta_time',\n",
    "        '/gt2l/freeboard_beam_segment/beam_freeboard/latitude',\n",
    "        '/gt2l/freeboard_beam_segment/beam_freeboard/longitude',\n",
    "        '/gt2l/freeboard_beam_segment/beam_freeboard/beam_fb_confidence',\n",
    "        '/gt2l/freeboard_beam_segment/beam_freeboard/beam_fb_quality_flag',\n",
    "        '/gt2l/freeboard_beam_segment/beam_freeboard/beam_fb_height',\n",
    "        '/gt3l/freeboard_beam_segment/beam_freeboard/delta_time',\n",
    "        '/gt3l/freeboard_beam_segment/beam_freeboard/latitude',\n",
    "        '/gt3l/freeboard_beam_segment/beam_freeboard/longitude',\n",
    "        '/gt3l/freeboard_beam_segment/beam_freeboard/beam_fb_confidence',\n",
    "        '/gt3l/freeboard_beam_segment/beam_freeboard/beam_fb_quality_flag',\n",
    "        '/gt3l/freeboard_beam_segment/beam_freeboard/beam_fb_height'\n",
    "    ]\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We will use the `load_icesat2_as_dataframe` function from our functions module to load points from our ATL07 and ATL10 files: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>beam</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>height_segment_confidence</th>\n",
       "      <th>height_segment_height</th>\n",
       "      <th>height_segment_length_seg</th>\n",
       "      <th>height_segment_quality</th>\n",
       "      <th>height_segment_surface_error_est</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>filename</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.010119</td>\n",
       "      <td>0.050335</td>\n",
       "      <td>14.220163</td>\n",
       "      <td>1</td>\n",
       "      <td>0.019096</td>\n",
       "      <td>79.999964</td>\n",
       "      <td>152.056425</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.008934</td>\n",
       "      <td>0.153305</td>\n",
       "      <td>13.467511</td>\n",
       "      <td>1</td>\n",
       "      <td>0.018029</td>\n",
       "      <td>79.999903</td>\n",
       "      <td>152.056321</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.014152</td>\n",
       "      <td>0.144036</td>\n",
       "      <td>12.918651</td>\n",
       "      <td>1</td>\n",
       "      <td>0.020858</td>\n",
       "      <td>79.999851</td>\n",
       "      <td>152.056231</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.008798</td>\n",
       "      <td>0.226246</td>\n",
       "      <td>12.904084</td>\n",
       "      <td>1</td>\n",
       "      <td>0.027372</td>\n",
       "      <td>79.999799</td>\n",
       "      <td>152.056142</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.008230</td>\n",
       "      <td>0.518152</td>\n",
       "      <td>11.704844</td>\n",
       "      <td>1</td>\n",
       "      <td>0.028602</td>\n",
       "      <td>79.999752</td>\n",
       "      <td>152.056061</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   beam    delta_time  height_segment_confidence  height_segment_height  \\\n",
       "0  gt2l  3.857279e+07                   0.010119               0.050335   \n",
       "1  gt2l  3.857279e+07                   0.008934               0.153305   \n",
       "2  gt2l  3.857279e+07                   0.014152               0.144036   \n",
       "3  gt2l  3.857279e+07                   0.008798               0.226246   \n",
       "4  gt2l  3.857279e+07                   0.008230               0.518152   \n",
       "\n",
       "   height_segment_length_seg  height_segment_quality  \\\n",
       "0                  14.220163                       1   \n",
       "1                  13.467511                       1   \n",
       "2                  12.918651                       1   \n",
       "3                  12.904084                       1   \n",
       "4                  11.704844                       1   \n",
       "\n",
       "   height_segment_surface_error_est   latitude   longitude  \\\n",
       "0                          0.019096  79.999964  152.056425   \n",
       "1                          0.018029  79.999903  152.056321   \n",
       "2                          0.020858  79.999851  152.056231   \n",
       "3                          0.027372  79.999799  152.056142   \n",
       "4                          0.028602  79.999752  152.056061   \n",
       "\n",
       "                                            filename  \n",
       "0  processed_ATL07-01_20190323101341_12980201_002...  \n",
       "1  processed_ATL07-01_20190323101341_12980201_002...  \n",
       "2  processed_ATL07-01_20190323101341_12980201_002...  \n",
       "3  processed_ATL07-01_20190323101341_12980201_002...  \n",
       "4  processed_ATL07-01_20190323101341_12980201_002...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load ATL07 files\n",
    "atl07_1298 = fn.load_icesat2_as_dataframe('./Outputs/processed_ATL07-01_20190323101341_12980201_002_01.h5', VARIABLES)\n",
    "atl07_1305 = fn.load_icesat2_as_dataframe('./Outputs/processed_ATL07-01_20190323211343_13050201_002_01.h5', VARIABLES)\n",
    "atl07 = pd.concat([atl07_1298,atl07_1305]) #concatenate dataframes to use in plot below\n",
    "\n",
    "# Load single ATL10 file to compare with ATL07\n",
    "atl10_1305 = fn.load_icesat2_as_dataframe('./Outputs/processed_ATL10-01_20190323211343_13050201_002_01.h5', VARIABLES)\n",
    "\n",
    "atl07_1298.head() # Print head of dataframe "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert ATL07 'delta_time' to utc datetime values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>beam</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>height_segment_confidence</th>\n",
       "      <th>height_segment_height</th>\n",
       "      <th>height_segment_length_seg</th>\n",
       "      <th>height_segment_quality</th>\n",
       "      <th>height_segment_surface_error_est</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>filename</th>\n",
       "      <th>utc_datetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.010119</td>\n",
       "      <td>0.050335</td>\n",
       "      <td>14.220163</td>\n",
       "      <td>1</td>\n",
       "      <td>0.019096</td>\n",
       "      <td>79.999964</td>\n",
       "      <td>152.056425</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "      <td>2019-03-23 10:39:50.933426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.008934</td>\n",
       "      <td>0.153305</td>\n",
       "      <td>13.467511</td>\n",
       "      <td>1</td>\n",
       "      <td>0.018029</td>\n",
       "      <td>79.999903</td>\n",
       "      <td>152.056321</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "      <td>2019-03-23 10:39:50.934481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.014152</td>\n",
       "      <td>0.144036</td>\n",
       "      <td>12.918651</td>\n",
       "      <td>1</td>\n",
       "      <td>0.020858</td>\n",
       "      <td>79.999851</td>\n",
       "      <td>152.056231</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "      <td>2019-03-23 10:39:50.935380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.008798</td>\n",
       "      <td>0.226246</td>\n",
       "      <td>12.904084</td>\n",
       "      <td>1</td>\n",
       "      <td>0.027372</td>\n",
       "      <td>79.999799</td>\n",
       "      <td>152.056142</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "      <td>2019-03-23 10:39:50.936269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.857279e+07</td>\n",
       "      <td>0.008230</td>\n",
       "      <td>0.518152</td>\n",
       "      <td>11.704844</td>\n",
       "      <td>1</td>\n",
       "      <td>0.028602</td>\n",
       "      <td>79.999752</td>\n",
       "      <td>152.056061</td>\n",
       "      <td>processed_ATL07-01_20190323101341_12980201_002...</td>\n",
       "      <td>2019-03-23 10:39:50.937079</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   beam    delta_time  height_segment_confidence  height_segment_height  \\\n",
       "0  gt2l  3.857279e+07                   0.010119               0.050335   \n",
       "1  gt2l  3.857279e+07                   0.008934               0.153305   \n",
       "2  gt2l  3.857279e+07                   0.014152               0.144036   \n",
       "3  gt2l  3.857279e+07                   0.008798               0.226246   \n",
       "4  gt2l  3.857279e+07                   0.008230               0.518152   \n",
       "\n",
       "   height_segment_length_seg  height_segment_quality  \\\n",
       "0                  14.220163                       1   \n",
       "1                  13.467511                       1   \n",
       "2                  12.918651                       1   \n",
       "3                  12.904084                       1   \n",
       "4                  11.704844                       1   \n",
       "\n",
       "   height_segment_surface_error_est   latitude   longitude  \\\n",
       "0                          0.019096  79.999964  152.056425   \n",
       "1                          0.018029  79.999903  152.056321   \n",
       "2                          0.020858  79.999851  152.056231   \n",
       "3                          0.027372  79.999799  152.056142   \n",
       "4                          0.028602  79.999752  152.056061   \n",
       "\n",
       "                                            filename  \\\n",
       "0  processed_ATL07-01_20190323101341_12980201_002...   \n",
       "1  processed_ATL07-01_20190323101341_12980201_002...   \n",
       "2  processed_ATL07-01_20190323101341_12980201_002...   \n",
       "3  processed_ATL07-01_20190323101341_12980201_002...   \n",
       "4  processed_ATL07-01_20190323101341_12980201_002...   \n",
       "\n",
       "                utc_datetime  \n",
       "0 2019-03-23 10:39:50.933426  \n",
       "1 2019-03-23 10:39:50.934481  \n",
       "2 2019-03-23 10:39:50.935380  \n",
       "3 2019-03-23 10:39:50.936269  \n",
       "4 2019-03-23 10:39:50.937079  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_granules = [atl07_1298, atl07_1305, atl10_1305] # Create list of each dataframe\n",
    "\n",
    "for df in data_granules:\n",
    "    df['utc_datetime'] = df['delta_time'].apply(fn.convert_delta_time)\n",
    "    df = df.sort_values(by=['beam', 'utc_datetime'])\n",
    "\n",
    "data_granules[0].head() # View the head of the first dataframe in list: atl07_1298"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read in MODIS Ice Surface Temperature file and apply scale factor\n",
    "\n",
    "There were 13 granules returned over our time and area of interest. We can use Earthdata Search to easily visualize the coverage of each granule:\n",
    "[MODIS Earthdata Search result](https://search.earthdata.nasa.gov/search/granules?p=C1000001160-NSIDC_ECS&q=mod29&sb=140%2C72%2C153%2C80&m=80.14349326047419!-42.27686414753069!0!0!0!0%2C2&qt=2019-03-23T00%3A00%3A00.000Z%2C2019-03-23T23%3A59%3A59.999Z&tl=1557787959!4!)\n",
    "\n",
    "Let's choose a single MODIS granule to be used in our analysis below. \n",
    "\n",
    "Out of the 13 returned, these all have full coverage over our study area:\n",
    "\n",
    "* MOD29.A2019082.0810.006.2019082191746.hdf\n",
    "* MOD29.A2019082.0630.006.2019082191633.hdf\n",
    "* MOD29.A2019082.0455.006.2019082132032.hdf\n",
    "* MOD29.A2019082.0945.006.2019082191513.hdf\n",
    "\n",
    "And after viewing the browse images, this looks to have the best data coverage:\n",
    "\n",
    "* MOD29.A2019082.0140.006.2019082132036.hdf\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the MOD29 file into xarray and list variables of file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Latitude',\n",
       " 'Longitude',\n",
       " 'Sea_Ice_by_Reflectance',\n",
       " 'Sea_Ice_by_Reflectance_Pixel_QA',\n",
       " 'Ice_Surface_Temperature',\n",
       " 'Ice_Surface_Temperature_Pixel_QA']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filepath = './Outputs/MOD29_A2019082_0140_006_2019082132036_HEGOUT.hdf' # Define local filepath \n",
    "\n",
    "mod29 = xr.open_dataset(filepath)\n",
    "list(mod29.variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert calibrated data to Kelvin\n",
    "\n",
    "Before we plot the ATL07 heights over MODIS IST, we need to convert the Ice_Surface_Temperature values to kelvin. According to the [MOD29 User Guide](https://nsidc.org/data/mod29#title11) the Ice_Surface_Temperature (IST) values are stored as calibrated data. To convert to kelvin, use scale_factor = 0.01 and add_offset = 0.0 in the following equation:\n",
    "\n",
    "IST = scale_factor × (calibrated data - add_offset)\n",
    "\n",
    "The valid range for ISTs is 210 K to 313.20 K.\n",
    "\n",
    "Let's apply this conversion to our xarray:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "mod29['Ice_Surface_Temperature'] = mod29['Ice_Surface_Temperature']*(0.01) # Apply calibrated data to kelvin conversion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize ICESat-2 height values over MODIS Ice Surface Temperature\n",
    "\n",
    "We can visualize the ICESat-2 track locations and height values overlayed with MODIS Ice Surface Temperature. We should see higher ATL07 heights along fast ice, with lower heights over thin ice and then increasing height over drift ice. We are using the Matplotlib `pcolormesh` function to plot our MOD29 xarray as a 2D array. The ATL07 locations are plotted as a scatter plot. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,5)) # set size\n",
    "plt.pcolormesh(mod29.Longitude, mod29.Latitude, mod29.Ice_Surface_Temperature, vmin=240, vmax=270, cmap='viridis') # Set range to valid IST values\n",
    "plt.colorbar(label='MOD29 IST (K)')\n",
    "plt.scatter(atl07.longitude, atl07.latitude,\n",
    "          c=atl07.height_segment_height, vmax=1.5,\n",
    "          cmap='Reds', alpha=0.6, s=1)    \n",
    "plt.colorbar(label='ATL07 Height (m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract MODIS IST values along the ICESat-2 tracks\n",
    "\n",
    "Now that we've visually inspected height and IST values, let's do some analysis. We will now extract MODIS IST values at each ATL07 point. We'll focus on the 1305 track from here on out. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpolating MOD29 onto ICESat-2 points\n",
    "\n",
    "To easily interpolate MOD29 to ICESat-2 points, we can use the `pyresample` library. The `radius_of_influence` parameter determines maximum radius to look for nearest neighbor interpolation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define lat lon swath geometry used for interpolation\n",
    "icesat2_geometry_atl07_1305 = prs.geometry.SwathDefinition(lons=atl07_1305['longitude'], lats=atl07_1305['latitude'])\n",
    "icesat2_geometry_atl10_1305 = prs.geometry.SwathDefinition(lons=atl10_1305['longitude'], lats=atl10_1305['latitude'])\n",
    "mod29_geometry = prs.geometry.SwathDefinition(lons=mod29['Longitude'], lats=mod29['Latitude'])\n",
    "\n",
    "# Add IST values to each pandas dataframe\n",
    "atl07_1305['mod29_ice_surface_temperature'] = prs.kd_tree.resample_nearest(mod29_geometry, mod29['Ice_Surface_Temperature'].values, icesat2_geometry_atl07_1305, radius_of_influence=1000, fill_value=np.nan)\n",
    "atl10_1305['mod29_ice_surface_temperature'] = prs.kd_tree.resample_nearest(mod29_geometry, mod29['Ice_Surface_Temperature'].values, icesat2_geometry_atl10_1305, radius_of_influence=1000, fill_value=np.nan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now apply nan's to the MOD29 land mask value:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>beam</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>height_segment_confidence</th>\n",
       "      <th>height_segment_height</th>\n",
       "      <th>height_segment_length_seg</th>\n",
       "      <th>height_segment_quality</th>\n",
       "      <th>height_segment_surface_error_est</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>filename</th>\n",
       "      <th>utc_datetime</th>\n",
       "      <th>mod29_ice_surface_temperature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.861196e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8573.202148</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.240837</td>\n",
       "      <td>149.296176</td>\n",
       "      <td>processed_ATL07-01_20190323211343_13050201_002...</td>\n",
       "      <td>2019-03-23 21:32:36.311014</td>\n",
       "      <td>246.369995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.861196e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4286.833008</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.240837</td>\n",
       "      <td>149.296176</td>\n",
       "      <td>processed_ATL07-01_20190323211343_13050201_002...</td>\n",
       "      <td>2019-03-23 21:32:36.311014</td>\n",
       "      <td>246.369995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.861196e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2144.722900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.240837</td>\n",
       "      <td>149.296176</td>\n",
       "      <td>processed_ATL07-01_20190323211343_13050201_002...</td>\n",
       "      <td>2019-03-23 21:32:36.311014</td>\n",
       "      <td>246.369995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.861196e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1073.213379</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.240837</td>\n",
       "      <td>149.296176</td>\n",
       "      <td>processed_ATL07-01_20190323211343_13050201_002...</td>\n",
       "      <td>2019-03-23 21:32:36.311014</td>\n",
       "      <td>246.369995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>gt2l</td>\n",
       "      <td>3.861196e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>537.616089</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.240837</td>\n",
       "      <td>149.296176</td>\n",
       "      <td>processed_ATL07-01_20190323211343_13050201_002...</td>\n",
       "      <td>2019-03-23 21:32:36.311014</td>\n",
       "      <td>246.369995</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   beam    delta_time  height_segment_confidence  height_segment_height  \\\n",
       "0  gt2l  3.861196e+07                        NaN                    NaN   \n",
       "1  gt2l  3.861196e+07                        NaN                    NaN   \n",
       "2  gt2l  3.861196e+07                        NaN                    NaN   \n",
       "3  gt2l  3.861196e+07                        NaN                    NaN   \n",
       "4  gt2l  3.861196e+07                        NaN                    NaN   \n",
       "\n",
       "   height_segment_length_seg  height_segment_quality  \\\n",
       "0                8573.202148                     0.0   \n",
       "1                4286.833008                     0.0   \n",
       "2                2144.722900                     0.0   \n",
       "3                1073.213379                     0.0   \n",
       "4                 537.616089                     0.0   \n",
       "\n",
       "   height_segment_surface_error_est   latitude   longitude  \\\n",
       "0                               NaN  72.240837  149.296176   \n",
       "1                               NaN  72.240837  149.296176   \n",
       "2                               NaN  72.240837  149.296176   \n",
       "3                               NaN  72.240837  149.296176   \n",
       "4                               NaN  72.240837  149.296176   \n",
       "\n",
       "                                            filename  \\\n",
       "0  processed_ATL07-01_20190323211343_13050201_002...   \n",
       "1  processed_ATL07-01_20190323211343_13050201_002...   \n",
       "2  processed_ATL07-01_20190323211343_13050201_002...   \n",
       "3  processed_ATL07-01_20190323211343_13050201_002...   \n",
       "4  processed_ATL07-01_20190323211343_13050201_002...   \n",
       "\n",
       "                utc_datetime  mod29_ice_surface_temperature  \n",
       "0 2019-03-23 21:32:36.311014                     246.369995  \n",
       "1 2019-03-23 21:32:36.311014                     246.369995  \n",
       "2 2019-03-23 21:32:36.311014                     246.369995  \n",
       "3 2019-03-23 21:32:36.311014                     246.369995  \n",
       "4 2019-03-23 21:32:36.311014                     246.369995  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atl07_1305[atl07_1305['mod29_ice_surface_temperature'] == 50] = np.nan\n",
    "atl10_1305[atl10_1305['mod29_ice_surface_temperature'] == 50] = np.nan\n",
    "atl07_1305.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot MODIS IST and ICESat-2 height along tracks\n",
    "\n",
    "We will use pandas plotting which utilizes matplotlib on the backend. The pandas `loc` attribute allows access to a group of rows or columns by label.\n",
    "\n",
    "The 1305 track is moving from low to high latitude: The start time begins at the fast ice, skips over an island, and moves towards warmer thin ice onto thicker drift ice. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# gt1l\n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl07_1305.loc[atl07_1305['beam'] == 'gt1l'].plot(x='latitude', y='height_segment_height', marker='.', markersize=1, linestyle='None', ax=ax)\n",
    "atl07_1305.loc[atl07_1305['beam'] == 'gt1l'].plot(x='latitude', y='mod29_ice_surface_temperature', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "fig.suptitle('ATL07-01_20190323211343_13050201_002_01.h5 gt1l')\n",
    "ax.set_ylim(-0.2,2.2)\n",
    "\n",
    "# gt2l\n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl07_1305.loc[atl07_1305['beam'] == 'gt2l'].plot(x='latitude', y='height_segment_height', marker='.', markersize=1, linestyle='None', ax=ax)\n",
    "atl07_1305.loc[atl07_1305['beam'] == 'gt2l'].plot(x='latitude', y='mod29_ice_surface_temperature', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "fig.suptitle('ATL07-01_20190323211343_13050201_002_01.h5 gt2l')\n",
    "ax.set_ylim(-0.2,2.2)\n",
    "\n",
    "# gt3l \n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl07_1305.loc[atl07_1305['beam'] == 'gt3l'].plot(x='latitude', y='height_segment_height', marker='.', markersize=1, linestyle='None', ax=ax)\n",
    "atl07_1305.loc[atl07_1305['beam'] == 'gt3l'].plot(x='latitude', y='mod29_ice_surface_temperature', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "fig.suptitle('ATL07-01_20190323211343_13050201_002_01.h5 gt3l')\n",
    "ax.set_ylim(-0.2,2.2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Key observations:\n",
    "\n",
    "* Over fast ice (lower latitude), cold IST with fairly constant and higher ICESat-2 heights.\n",
    "* Warm IST is seen in open water, with thin ice just off the fast ice boundary.\n",
    "* As the drift ice thickens, the height is increasing as IST decreases."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___ \n",
    "### ***On your own***: Plot ATL10 against ATL07 for a single beam. How does the coverage compare between the two?\n",
    "\n",
    "Hint: Copy the 5 lines of code for one of the ATL07 and MOD29 single beam plots above. Do not change the first ATL07 `height_segment_height` plot line. Replace the following items on the second `mod29_ice_surface_temperature` plot line:\n",
    "   1. Replace the `atl07_1305` dataframe with `atl10_1305`\n",
    "   2. Replace `mod29_ice_surface_temperature` with `beam_fb_height` as the y values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Answer below!\n",
    "\n",
    "# gt3l \n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl07_1305.loc[atl07_1305['beam'] == 'gt3l'].plot(x='latitude', y='height_segment_height', marker='.', markersize=1, linestyle='None', ax=ax)\n",
    "atl10_1305.loc[atl10_1305['beam'] == 'gt3l'].plot(x='latitude', y='beam_fb_height', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "fig.suptitle('gt3l ATL07 and ATL10 comparison')\n",
    "ax.set_ylim(-0.2,2.2);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data filtering by quality flag\n",
    "\n",
    "How do the ATL07 quality parameters relate to ATL10 coverage? We should see more ATL10 values with better ATL07 quality and visa versa.\n",
    "\n",
    "The following plots show some examples of these quality flags and error estimates. You can modify plotting variable below to compare with other quality information. \n",
    "\n",
    "We will filter `height_segment_height` based on `height_segment_quality` and plot the error estimates. According to the [User Guide](https://nsidc.org/data/ATL07#title38):\n",
    "\n",
    "For ATL07 height_segment_quality: a binary indicator (1 = good, 0 = bad) of segment quality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SoJP96YW1bUyviEtrMBgMBoPBUEcJamlT1VxVXW7/zsfa76+NV7DLgDfU4gegqYjER1xag8FgMBgMhjpKWHPaRKQ91v52P3qdagNsdfzPpqxiZzAYDAaDwWAoJ6EMjwIgIo2B94E/qOoB79M+opTx2isiNwM32397NmzYMNTsDQaDwWAwGKqNQ4cOqapW6wLOkJQ2EamHpbC9raof+AiSDbRz/G8L5HgHUtVXgFcAGjVqpAcPHgxbYIPBYDAYDIaqRkSqffu1UFaPCjAdyFLVp/wE+xi43l5Feg6Qp6q5EZTTYDAYDIbjHlUlIycPs8WkwRehmPnOA64DLhSRX+zPpSIyUUQm2mEWABuB9cC/gN9XjrgGg8FgMBy/ZOYe4Ja3lpOZ6z0LyWCoxg3jzfCowWAwGAylUVUycw+QFB+HNdBlqCmIyCFVbVSdMoS8EKEqKCwsJDs7myNHjlS3KAaDwQ8NGjSgbdu21KtXr7pFMRiOO0SE5NZNqlsMQw2lRilt2dnZxMbG0r59e/OGYTDUJAoK4Ik2KLBn1HdkZ2fToUOH6pbKYDAY6hQ1au/RI0eO0KxZM6OwGQw1jee7ApZvn2b/OddYww0Gg6EaqFFKG2AUNoOhJnLbas9PuWVdNQpiMBgMdZcaNTxqMBhqKI0bQ3peyf+9e6tPFoPBYKij1DhLW3WzefNmunbtGnL4adOm8cYbbwQMM2PGDG677Taf5x577LGw5KtpbN68mXfeeSdgmEDl98f48ePJzMwMGGbs2LHMnj27XDIZDIaagfFLZjCETp1S2lSVw8eKIto5TJw4keuvv77c8euC0lYeXn31VZKSksoV1yhtBkPtwfglMxhCp04pbUcKi/lt7yGOFBYHDFdcXMxNN91EcnIyAwcO5PDhw2zYsIHBgwfTs2dP+vTpw5o1awBIT0/niSeeAOCnn34iJSWF3r17c9ddd5Wy2OXk5DB48GA6derE3XffDcC9997L4cOHSUtLY/To0T5lOXjwIEOGDCE1NZWuXbvy3nvvAbBs2TL69u1Lz549GTRoELm5uQFlmDFjBiNGjGDYsGF06NCB559/nqeeeoru3btzzjnnsNce7vJXzrFjx3LHHXdw7rnnkpCQ4LFw3XvvvXz99dekpaXx9NNP+61TX+UH+Pzzz+nduzc9evRg1KhRFBQUANCvXz+WLl0KwPTp0+ncuTP9+vXjpptuKmW1W7x4cbllMhgM4RNpy1hSfBwvXduDpPi4iKRnMBzXqGq1fBo2bKjeZGZmljkWSVwulx46Wqgul8tvmE2bNml0dLT+/PPPqqo6atQoffPNN/XCCy/UdevWqarqDz/8oP3791dV1SlTpujUqVNVVTU5OVm//fZbVVW95557NDk5WVVVX3/9de3QoYPu379fDx8+rKeeeqpu2bJFVVUbNWoUUObZs2fr+PHjPf/379+vx44d0969e+vOnTtVVXXWrFl6ww03BJWhY8eOeuDAAd25c6fGxcXpSy+9pKqqf/jDH/Tpp59WVfVbzjFjxuiVV16pxcXFmpGRoR07dlRV1YULF+qQIUMClsFf+Xft2qV9+vTRgoICVVV9/PHH9eGHH1ZV1b59++pPP/2k27Zt09NOO0337Nmjx44d0/PPP19vvfXWCstkqBiVfa8aai6rt+3XPn//Uldv21/dohgMVQpwUKtJZ3J/6tRCBBHhxPrBi9yhQwfS0tIA6NmzJ5s3b+a7775j1KhRnjBHjx4tFWf//v3k5+dz7rnnAnDNNdcwb948z/mLLrqIJk0sh4lJSUn89ttvtGvXLqgs3bp1Y/Lkydxzzz0MHTqUPn36sHr1alavXs2AAQMAyzIYHx8fVIb+/fsTGxtLbGwsTZo0YdiwYZ48Vq5cSUFBQcByjhgxgqioKJKSktixY0dQ2Z34Kv/+/fvJzMzkvPPOA+DYsWP07t27VLwlS5bQt29fTj75ZABGjRrFunUlqxcrIpMhTI4cgekXwrgvq1sSQzWS2CqWyYM6k9gqtrpFMRjqHHVKaQuVE044wfM7OjqaHTt20LRpU3755Re/cTTIUIF3mkVFRSHJ0rlzZ5YtW8aCBQu47777GDhwICNHjiQ5OZnvv/++VNh9+/aFLENUVJTnf1RUFEVFRbhcroDldMYPVt5Acd3lV1UGDBjAu+++6zdeOPUarkyGMJl+IezKsL4vnF7d0hiqiazt+Tzx2To6tmhsPPcbDFVMnZrTVl7i4uLo0KED//nPfwBLOVixYkWpMCeddBKxsbH88MMPAMyaNSuktOvVq0dhYaHf8zk5OTRs2JBrr72WyZMns3z5cs444wx27drlUdoKCwvJyMgotwzhlNOb2NhY8vPzw8rHzTnnnMO3337L+vXrATh06FApKxrA2WefzVdffcW+ffsoKiri/fffD5puRWQyBGDcl9Ai2Vja6jhmDprBUH0YpS1E3n77baZPn05qairJycnMmTOnTJjp06dz880307t3b1TVMxwYiJtvvpmUlBS/CxFWrVrF2WefTVpaGo8++igPPvgg9evXZ/bs2dxzzz2kpqaSlpbGd999V24Zwi2nk5SUFGJiYkhNTQ170n+LFi2YMWMGV199NSkpKZxzzjmehQ9u2rRpw/3330+vXr24+OKLSUpKClqmishkCECDBnDrd9a3oc7i3hvTOEI3GEojIu1EZKGIZIlIhojc6Th3u4istY//wz7WXkQOi8gv9mda0Dyqa0ipUaNGevDgwVLHsrKySExMrBZ5IkFBQQGNGzcG4PHHHyc3N5dnn322zskQadxlKioqYuTIkdx4442MHDmyusWqe+zfD8+cBkBW/49J7Nu3mgUyGAyGqkNEDqlqowDn44F4VV0uIrHAMmAE0BJ4ABiiqkdF5BRV3Ski7YF5qhqyc1gzpy2CzJ8/n7/97W8UFRVx2mmnMWPGjDopQ6RJT0/nf//7H0eOHGHgwIGMGDGiukWqmzzXyfPz9IXDoW9egMAGg8FQt1DVXCDX/p0vIllAG+Am4HFVPWqf21nePIylrYawZ88eLrroojLHv/jiC5o1a1YNEoXPZ599xj333FPqWIcOHfjwww+rSSJDRHFY2vKbpBLb/1ZIGQVRZpaFwWA4/hGRY8Aqx6FXVPUVP2HbA4uBrvb3HGAwcASYrKo/2WEygHXAAeBBVf06oAxGaTMYDCGzezc83xEFBOCCv8OFE6tZKIPBYKh8gg2POsI1Br4CHlXVD0RkNfAlcCdwFvAekADUBxqr6h4R6Ql8BCSrqt/tQcwrssFgCJ3nTy/9f/E9vsMZDAZDHURE6gHvA2+r6gf24WzgA9tH7xLABTRX1aOqugdAVZcBG4DOgdI3SpvBYAid2yz3LB4vg826gZejaYPBYKiLiLWkejqQpapPOU59BFxoh+mMZWHbLSItRCTaPp4AdAI2BsrDKG0GgyF0mjeH9DyQ+tb/PavgjaHVK5PBYDDUDM4DrgMudLjxuBR4DUiwh0lnAWPsbbEuAFaKyApgNjBRVfcGysCsHjUYDGGzftBcEj8dDK16wPXzgkcwGAyG4xxV/QZ7uq8PrvUR/n2sodSQMZa2SqR9+/bs3r2brVu30r9/fxITE0lOTi7lN23FihX07t2bbt26MWzYMA4c8Dv/kKVLl3LHHXdUhegh8dxzz5GYmOjXMXCkmDFjBjk5OZWaRyRYtGiRx8lxZXHllVeycaNv6/n48ePJzMwMGH/s2LHMnj27zPHNmzfzzjvveP6vWrWKsWPH+k+oSRNI3w8TvwTHVmIGg8FgqDyM0lYFxMTE8OSTT5KVlcUPP/zACy+84Hm4jh8/nscff5xVq1YxcuRIpk6d6jedM888k+eee66qxPZLcXExAC+++CILFizg7bffrtT8apLSFmjP2PIobe66DIWMjAyKi4tJSEjwmc6rr75KUlJSWPm78VbaunXrRnZ2Nlu2bClXegaDwWCIPLVfaVOF3JXWdwXZvHkzXbp0Yfz48XTt2pXRo0fzv//9j/POO49OnTqxZMkSAPbu3cuIESM8Wy+tXLkSsHytDRw4kO7duzNhwgTPBubx8fH06NEDsPbFTExMZNu2bQCsXbuWCy64AIABAwYE3Ftz0aJFDB1qzR8qKCjghhtuoFu3bqSkpHjiff755/Tu3ZsePXowatQoCgoK/KZ37733kpSUREpKCpMnTwbKWmLcuyssWrSI/v37c80119CtWzcmTpzIxo0bGT58OE8//TRLlizh3HPPpXv37px77rmsXbsWsJSJyZMne+T85z//CcCyZcvo27cvPXv2ZNCgQeTm5vqUcfbs2SxdupTRo0eTlpbG4cOH/cbt168ff/zjH7ngggtITEzkp59+4vLLL6dTp048+OCDpa7xmDFjSElJ4corr+TQoUMBZerXrx/3338/ffv25dlnn2Xu3Ln06tWL7t27c/HFF7Njxw42b97MtGnTePrpp0lLS+Prr78OuS4B3nrrLc92ZRMmTPCpzL399ttcdtllpdL785//TK9evfj+++/p168fS5cuBaztzDp37ky/fv246aabuO222zzxFi9ezLnnnktCQoJHvnvvvZevv/6atLQ0z9Zfw4YNC3v/WoPBYDBUIqpaLZ+GDRuqN5mZmWWOBSVnheozKdZ3Bdm0aZNGR0frypUrtbi4WHv06KE33HCDulwu/eijj/Syyy5TVdXbbrtN09PTVVX1iy++0NTUVFVVvf322/Xhhx9WVdV58+YpoLt27SqTR7t27TQvL09VVXv37q0fffSRqqo++eST2rhxY7/yLVy4UIcMGaKqqnfffbfeeeednnN79+7VXbt2aZ8+fbSgoEBVVR9//HGPPN7s2bNHO3furC6XS1VV9+3bp6qqY8aM0f/85z+ecI0aNfLk3bBhQ924caPn3GmnneYpX15enhYWFqqq6n//+1+9/PLLVVX1xRdf1Msvv9xzbs+ePXrs2DHt3bu37ty5U1VVZ82apTfccIPfcvft21d/+uknVdWAcfv27at33323qqo+88wzGh8frzk5OXrkyBFt06aN7t69Wzdt2qSAfvPNN6qqesMNN+jUqVODpnvLLbeUqmt3vf3rX//SSZMmqarqlClTdOrUqZ5wodZlZmamDh06VI8dO6aqqrfccovOnDmzTD1ccMEFunLlSs9/QN97770y9bRt2zY97bTTPHV9/vnn66233uqR6corr9Ti4mLNyMjQjh07emRyty0333zzjQ4dOtTnNSnXvWowGI5bXC6Xrt6239M3Ho8AB7WadCb3p/YvRGjVDX73pvUdATp06OCxfiQnJ3PRRRchInTr1o3NmzcD8M0333gsWxdeeCF79uwhLy+PxYsX88EHlluWIUOGcNJJJ5VKu6CggCuuuIJnnnmGuLg4AF577TXuuOMO/vKXvzB8+HDq168fkpz/+9//SllBTjrpJObNm0dmZibnnXceAMeOHaN3794+48fFxdGgQQPGjx/PkCFDPBa8QJx99tl06NDB57m8vDzGjBnDr7/+iohQWFjokXPixInExFhN7eSTT2b16tWsXr2aAQMGAJY1Lj4+PqRyr127NmDc4cOHA9bwXnJysudcQkICW7dupWnTprRr185TR9deey3PPfccgwcPDpjuVVdd5fmdnZ3NVVddRW5uLseOHfNbJ4Fw1uUXX3zBsmXLOOusswA4fPgwp5xySpk4ubm5tGjRwvM/OjqaK664oky4JUuW0LdvX04++WQARo0axbp16zznR4wYQVRUFElJSezYscOvjKecckqNGZY2GAw1m8zcA9zy1nJeurYHya2bVLc4xy21X2kTgfiUiCV3gmNSdVRUlOd/VFSUZz6T+hiKtdyzlHx7U1hYyBVXXMHo0aO5/PLLPce7dOnC559/DsC6deuYP39+SHKqapm8VJUBAwbw7rvvBo0fExPDkiVL+OKLL5g1axbPP/88X375JTExMbhcLk96x44d88Rp1Mi/I+iHHnqI/v378+GHH7J582b69esXUM7k5GS+//77kMoaTlzn9fK+lu7r5y2PiARN11n222+/nUmTJjF8+HAWLVpEenq6zzih1qWqMmbMGP72t7/5KzYAJ554IkeOHPH8b9CgAdHR0WXC+WqfTpz1EqmrKJwAACAASURBVCjskSNHOPHEEwOmZTAYDABJ8XG8dG0PkuLjqluU45raP6etGrjgggs8k+8XLVpE8+bNiYuLK3X8k08+Yd++fYD1YBw3bhyJiYlMmjSpVFo7d1r7xrpcLh555BEmTgxtS6CBAwfy/PPPe/7v27ePc845h2+//Zb16y0HqIcOHSplYXFSUFBAXl4el156Kc888wy//PILYK14XbZsGQBz5szxWMyCkZeXR5s2bQBKbVI/cOBApk2b5lGY9u7dyxlnnMGuXbs8ClJhYSEZGRl+046NjSU/Px8g7Li+2LJliyf+u+++y/nnnx9Wus6yzpw506ecEHpdXnTRRcyePdvTFvbu3ctvv/1WJlxiYqLn2gbi7LPP5quvvmLfvn0UFRUFnCfpT3awXiK6du0aNK7BYDCICMmtm/g1XBgiQ1ClTUReE5GdtlM4X+f7iUiew5HcnyMvZs0iPT2dpUuXkpKSwr333ut5cE+ZMoXFixfTo0cPPv/8c0499VQAvv32W958802+/PJL0tLSSEtLY8GCBYClNHTu3JkuXbrQunVrbrjhhpBkePDBB9m3bx9du3YlNTWVhQsX0qJFC2bMmMHVV1/tWSSxZs0an/Hz8/MZOnQoKSkp9O3b1zP5/KabbuKrr77i7LPP5scffwxoXXNy9913c99993HeeeeVmkQ/fvx4Tj31VFJSUkhNTeWdd96hfv36zJ49m3vuuYfU1FTS0tICrrocO3YsEydOJC0tjeLi4rDi+iIxMZGZM2eSkpLC3r17ueWWW8KSKT09nVGjRtGnTx+aN2/uOT5s2DA+/PBDz0KEUOsyKSmJRx55hIEDB5KSksKAAQN8LswYMmQIixYtClq+Nm3acP/999OrVy8uvvhikpKSaNIk8HBFSkoKMTExpKametrCwoULGTJkiP9I27dDehPr22AwGAyVTtAN40XkAqAAeENVy7x2i0g/rB3rw3KLbjaMN1QHmzdvZujQoaxe7fMdpEZz+PBh+vfvz7fffutzWNRJQUEBjRs3pqioiJEjR3LjjTcycuTIkPM6evQoffv25ZtvvvHMR3SSlZVF4nvnlBxIzws5bYPBiaqSmXuApPg4Y6Ux1GhC3TC+MglqaVPVxUDAbRUMBkPlc+KJJ/Lwww973MUEIj09nbS0NLp27UqHDh0YMWJEWHlt2bKFxx9/nJhHHrSsaen3lg00cW3pb4OhHLgnsGfm+ncsbjAYLIJa2gBEpD0wL4Cl7X2sXexzsKxuQScZGUubfz777DPuueeeUsc6dOjAhx9+WK70Ro4cyaZNm0od+/vf/86gQYPKLWNlcOutt/Ltt9+WOnbnnXeGPGRsqATSHcOqDmuauVcNkcJY2gy1hZpgaYvE6tHlwGmqWmBvjPoR1k71ZRCRm4GbgZBdW9RFBg0aFFGFqrzKXlXzwgsvVLcIhjLcArxkfxsMkcc9gd1gMASnwpY2H2E3A2eq6u5A4fxZ2rp06WLetgyGGoyqsmbNGmNpM9RYjPXOUBnUBEtbhV1+iEgrse8KETnbTnNPedJq0KABe/bsCepnymAwVA+qyp49e2jQoEF1i2Iw+MXMkzMcr4SyevRdoB/QHNgBTAHqAajqNBG5DWvspAg4DExS1aA+GHxZ2goLC8nOzi7lQNRgMNQsGjRoQNu2balXr151i2Iw+MRY2gyVQU2wtIU0PFoZ+FLaDAaDwWAw1D7qgqJcE5Q2syOCwWAwGGoEqkpGTl6Fp8hEKh1D6Jgh6arBKG0Gg8FgqBFE6sFvFIiqx+w9WjWY4VGDwWAw1AgiNcTmnU5dGLozVD5meNRgMBgMBptIbTrunY6xvBmOF4zSZjAYykdhIfznRuvbYIgAlTUXra4P3Zk5fscPRmkzGAzl46MJkPG+9W0wRIDMnAOMm7GUzJzIWsQiZcGrrRhL4/FDJLaxMhgMdZERL5f+NhgqiKKlvg2Roa5bGo8nzEIEg8FgMNQIzIIBQ03GLESoYsy4vsFgMBgMhtpKnVLaQhnXN4qdwWAwVC3ufjczx8y9MhgCUaeGR0MxvWfk5HHLW8t56doeJLduUqXyGQy1itxceLmL/WcC8DKkzoCRI6tRKENtQ1WZuzKHqZ+t5aXRPRARMzxqqJGY4dEqxt8KIqd1zUzYNBhCxKOwAdiLEVaMrQ5JDLWYzNwDTP10LXcNOoPk1k3q9CpPQ+1GRNqJyEIRyRKRDBG503HudhFZax//h+P4fSKy3j43KGgedcnS5g9jXTMYykEpS5uNsbQZwsQsPjDUFoJZ2kQkHohX1eUiEgssA0YALYEHgCGqelRETlHVnSKSBLwLnA20Bv4HdFbVYn951ClLmz+Mdc1gKAfx8XBSQuljRmEzhEld96FmOH5Q1VxVXW7/zgeygDbALcDjqnrUPrfTjnIZMEtVj6rqJmA9lgLnF6O0YToNg6Hc7Dvf8eeSahPDULtxT1FxuVxmIZihJhMjIksdn5v9BRSR9kB34EegM9BHRH4Uka9E5Cw7WBtgqyNatn3ML0ZpMxgMFeCNkp/ps6pPDEOtxr2yf96q3EpbPWo8AxgiQJGqnun4vOIrkIg0Bt4H/qCqB7A2MjgJOAe4C/i3WFYiX5aigA3UKG3lwNz8BoObCV7fBkP4uKeoDO0WH5GpKr76aLOVk6EqEJF6WArb26r6gX04G/hALZYALqC5fbydI3pbICdQ+nVKaYuUsmVufoPBJv0fMG418DJs3Ro0uMHgi3CnqATry3310bVl7rIxCtRebOvZdCBLVZ9ynPoIuNAO0xmoD+wGPgb+T0ROEJEOQCdgSaA86pTSFillK7FVLJMHdSaxVWyEJDMYajHTu5b+NhjKSah9dLBw3gpabVqhaowCtZrzgOuAC0XkF/tzKfAakCAiq4FZwBjb6pYB/BvIBD4Fbg20chTqmMuPSN24xkWIweBg61ZLYRu3Gtq1Cx7eYPBDqH20v3D+jtemPrs2KZihcDyVpyY4161TSlukOJ4aocFQabj9uF3xIXTtD+ZeMVQy/pQz95CjICS1Nv12VVKbFOZgGKWtliptBoPBiw0b4M0e1u9Wl8D2T0qfn/A1xKdUvVyG45JwLW3FxcX8ZX4mX2btYtp1PWu98lCbOJ6MHDVBaatTc9oMBkMl4VbYoKzCBtCqW9XJYqgyqmvSvL95X/4WNLz89UZmfreFCxNb1PiFCMcbxg9qZDFKm8FgqDjXLfd/7qq5VSeHoUqprknz4a4Evfn8Dow591QeujTRKA+GWo1R2gwGQ8Xp2BFu3+jjREv4z0j4bWmVi1SV1FU3DdXlRiNc683anQdZuGY3a3eaKTmG2o1R2gwGQ2T45+ml/ydcBE0bgqsI3h0FxQFXstdq6qqbhuoe+gpVWa7rbprq6kvF8YhR2gwGQ2S4fb31HVUP/vAbXP8BTPgeGpwER/fBd89Vr3yVSG1x3Hq8EaqynLU9nyc+W0fW9vwqkqz8hKJghauElfelorqVverOvyZilDaDwRAZmjWD9Dz4825o2tQ6duKJcNcGuCgdzr2jWsWrTKrb4lTXcD/ME1vFllGWfT3oa5NSHYqCFa4SFkr5fdVbRk4e42YsJSMnL6x4kaKuWrADEVRpE5HXRGSn7cnX13kRkedEZL2IrBSRHr7CGQyGOkp0NPT5o/VtOO6pCuuI+2GetT2/lLKsqsxdmcPEt5aVetBXtVJdkToIRcEKVwkNpfy+FCSx9zMXn/ua+48XKWqTsl1VBPXTJiIXAAXAG6paZp8ae4uG24FLgV7As6raK1jGtXlHBIPBYDD47lPDdaZann450M4HE99cxl2Dz2BYSutq6+dro0NZX3UayrWpS8/VWuGnTVUXA3sDBLkMS6FTVf0BaCoi8ZESMJIYU6vBYKgM6urcm/JuzO6sr/L0y/4sR0nxcUy7rme1KmxuOcprIapJbclXPXvLZ6YGVC2RmNPWBtjq+J9tH6txGFOrwVDN5OfDY22t7+OIuvpC6KtPDXcorjz9sj/FJlDeVakMVUSRCWUeWbiEUvZQ23Bdbes1hUgobb5apc+WISI3i8hSEVlaVFQUgazDw7wRGAzViCo82xmO5cM/E61jRUUwayI8Eg8Hau9DoK6+EJa3T3XWV3nSKI/iUGuUDYXCYpefp2j5CKXsobpFqattvaYQCaUtG2jn+N8WyPEVUFVfUdUzVfXMmJiYCGRtMBhqDdtXASdC9IlwyWuQ3hyeSoU170LRIXiqY3VLWG7MC2F4VLS+AikO/qxKdVnZCKXsobpFMW29eomE0vYxcL29ivQcIE9VcyOQbsTxdzPXpDkEBsNxS6tuMO4jGDsf5owCCuFQdsn5tNHVJpqhdqGqbNhV4LPP9mVVqlWT5QXqRUf5HsMqB+7nWzDLXXmVWvP8rFpCcfnxLvA9cIaIZIvIOBGZKCIT7SALgI3AeuBfwO8rTdoK4s9EXGvM5gZDbaewEGbfWPK/7cVwYkvoMQ6GPlF9chmqjfI89OetzOGPs1Ywd8W2kHyy1aY+Prl1E6aPPTNiq04zcw8wfuYyxs1cWinlr011ezwQ1OVHZVGTXH7Uqrcwg6G2krsSpg+EosPW/34PQb/J1StTJWD6k/Aoj3uM1dn7GfP6T0wZmsgT//21VNzyuq6oKURaVrdSLAhJrf2n6e86BJOnNtVtRakJLj/qlNJmMBiqEVXYutzazqpVt+PW4W5t9NEVKoEe0OE8vJ1hgXL7aUtsFUvW9vwK+YmraVSX/IF839Xm+owkRmkzSpvBYDjOOJ4tD4Ee4OE83L3DRrLOQrUs1VRqWvsJVZ6aJndlUBOUNrP3qBdmUqXBUMUcPAjpTUo+y5ZVt0RhU1f6jUCT1cNxquu9Z6h7XlRGTl6F61FEEBFuebvsYoS6cI0iTairRf0tADF1HlmM0uaFmVRpMFQxL6SW/j/3wuqRowI4+43juQ/xfoC7H8oulyskK4u/PUPdCp8gEam72rwYoaJyRlpRCjW9qqhzowSa4dEy1AUTr8FQozh4EKa2Lvk/7Evo2bP65CkHzn5DVZm3Kpeh3eKJijq+34vdw5yTB3Xmic/WBR0arc5J7bWlb/c138/X3D1/lHcOWmXMaYtEnTvTcCuB1TW/riYMjxqlzWAwGCJIXZq47XK5mLcql0uTW7IgY0edUFSrEndb+tPATvxtwVr+dX0PoqKiwtrAPVTFqbyrRyubjG15jJu5lOljziSpdVy1ylITlDZzdxkMBkMEqUue991e9Bes3s5j89eQlRv+nrJmyMs/7raU0KwRhcUuNu06GHS40XsIO2NbHtdPX0LGtsB7mdbUdutSF4XFLlzqMrsxYJQ2g8FgiCh16cHiUSqaNwZAy7FhpnPeU6QUuNqsCDpl97SlKKFedBQdWjQKW7HauLuAfQePsfjXXQHrw1+7re65gFESRb3oKKIkqlZf10hhlDaDwVDzOXQInkyyvg01BveDPql1HPcP6VIuK01SfBwvju4OCpk5oSkIwR7e/hSN2vDQX71tP9dPX8Lqbfs9x9y7JHRt09SjWDkXgQQq09CU1kwa2Inp32wOam3zhVsxT2wVy+pt+8nYVrX1lxgfy/1DupAYH0tmzgHGzVhKZk7NXkxSmRilrRzUhhvfUBpzzWo5L50J+dus7xpOXWxrzs3GXS4XH6/YhsvlCimu00WHoiFZkoJZf/wN9WXmHmDim8uYuzInqLJTXWzadZB9h46xaVfJnG9fVjB3HcxblRuwLqKiomh3ckP2HzrGht0FYcnivQhgzGs/MW7mT1VqdXO2LbcltzwW3eOFOqW0RaozrW5zsSF8zDWrZcyebflse3KAtV/pLUshto31XcOpS23NraB1adnYoyTNW5XLpPdWMG9VbsjpuJWs5NZNgg4tqyoul4vJAzuT2CrWZxh/Q32JrWK5ulc7pn66NqiyEynCfe60b9aQhvWiad+soeeYL0XYXWdDu8UHVHRVlQ7NGvKngZ0Z2i0+LNmdbVkQYqKE+y9NrNJ5b04FPNL7skYaEWknIgtFJEtEMkTkTvt4uohsE5Ff7M+l9vH2InLYcXxa0Dzq0urRSK3qcq+Yqs0rpap7RVBVU9fKW+tYvx7e8uPmI/kKGPVa1cpTAY7ntuZdto9+3sqk91by1FUpXJbWlszcA5xxSiNe+WYTE/okEO21TVkk6iYjJ49xMyzlPdwHeEZOHhPeWMo155zKhD4JrNlREDF3FOHu6emPOb9kM+m9FTx1VSqXpbUF4OMV2zzHhqe2CUvGitSXt/uR2rzTRCQItnpUROKBeFVdLiKxwDJgBPA7oEBVn/AK3x6Yp6pdQ5Whdmoc5cSfyTzcNyGnuba2UpesAVC3JofXSvwpbCd2hxEvV60sFeR4bmveiway9x4GAVHxnFuQsYNZS7JZs6PsUFwk5polxcfx6pielguIMPvypPg47r6kC+8u2cqaHQUVvk6h9KPhrsocltKap/8vjWEpJb4Lh3RtxaSBnRjStZXnWDhOb/3VVzCcbdnfThOVTW2abqCquaq63P6dD2QB4WnZQahTSlukVsdU5dLoUBtsuPNIaury7sqiNt34dZJr/WxdVbgW6tWLWDamHVQMZ7+RmXuAmd9ttobymp+IqvLS6MDDdYmtYpk8qOywptsatHrb/pCuj4hva493X+7reic0b8S00T0j0veF0o8GUuJ9yRcVFcXw1DalRnHW7CgoowiH+txSVTbuPkhifGzQYedgCw2q47lRw7bHihGRpY7Pzf4C2la07sCP9qHbRGSliLwmIic5gnYQkZ9F5CsR6RNMgDqltPkj3IZYlW/Sod6Y4c4jOZ6tAb6oa5bFWsfpp8NDe0sfkxPgjrURzca0g4rh7DeS4uN4aFgSjRvU47e9R/j92z+DWEqHv77F3yiFYIXdtPtQ0OuTmXuACW8s5aWv1pd5SfXuy72vd2buAY+ckej7KtqPBlJInAslnCts3YpKqM8t72eDP4UnIycv6EKDUMobaYWqhm1JVqSqZzo+r/gKJCKNgfeBP6jqAeAloCOQBuQCT9pBc4FTVbU7MAl4R0QCX1BVrZZPw4YNtapxuVy6ett+dblcVZ53eQlV5sLCQv3znJVaWFhYRZLVLmrjta9z5OWpTomzPk89ZR3LyCg55vk0U92/P/z0s7LUNSVOj02JU9eUONVHzlM9diyyZahjuO+r4uLikO4v533o63co6bhcLn1h4TpNuG++zvklO2C4lVv36pyfs7W4uLhM/r5kqgwCpV9cXKxzfimRT1V19bb92ufvX+qcX7L1/Me/8Jyf80u2nv/3L3T1tv1+4/rCO5w7fXc6nnyz9+vZj/xX5/ycXaH68Zd+uAS6VqG2t0gDHNQgug1QD/gMmOTnfHtgtZ9zi4AzA6VfpyxtkdDOtYrNsqG+yS3I2MHbP2xlQcaOkNKt6nJUN3XNslgree6Mkt956fCfG+HfvX0ELISnT4UjR0ofLi6Gr5+2vl0uWD4L/nmptQo1vRnM6oVg9agCULgKPppQWaWp8USyD3DeX4HSdYbznh+3YVeBJ06wNCZe0JGnr0r1uRrSHTcz5wA3vbGcxxas8bgimbsyh8RWsaXkDNU3XHkJ9NzxZXk845RG9O/SnMGJLUqtdJ366VruGnSGx+IU6uhKVFQUw1JaWy4zbKudLwtdUus4XrvhLIaltvbpWiRS04dCncrjK1+3n7as3Pwa2Z+LJdB0IEtVn3IcdzbUkcBq+3gLEYm2fycAnYCNgfKoU0pbJMbja+rwytBu8TzlpxPzRU0th6EO4xwKbdUPMt4HSfQf/pW+MHeKpZQ90QW+egK+SId56fCXk+DjCbDnWztwke80atkih0gSiT7APRctI6fEaWuoDlCdTltfXPQrd777Cy99tSFk32Pe8768y6VoqQn43kqOM1xlztMK9Nxxz/Hr0rKxR0l9efEmZn63hUcWrOXdH7dy1+AzPPMEO9o7TwBcmtyS0ee049LklqXS9KXwOreyCvcF1t88RG9CfQkIVdn0VW+1wE/becB1wIVe7j3+ISKrRGQl0B/4ox3+AmCliKwAZgMTVXWvz5Rt6pTSFglrS02dwO/diQW7gWpqOQx1mLg4SM+zPuNmW64+7v/a+v+nbKgfC8MXloRXFyx7xvpdkAuLH4PTh8HP//SbhTo+ADzaHHbtqqQC1Wwi0Qe456K5vyH0B6u7P87MPcDLX21CBNo2acDkQZ0Z0rVVuWVzKxluv15Iia+yp35X8mIbjm+4ihDoueO2tM1fvd2jpLZp2gAB0trGeRS2qKioUis3VZVXvtnEWz5GV3wp4xt2FwR1rpuZc4AbX/+JuStySj03srbne6x9gRSyUJ39hmtgcOL205bYKjashXdVhap+o6qiqimqmmZ/FqjqdarazT4+XFVz7fDvq2qyqqaqag9VnRssjzqltEWCqh5mC/XtxTtcsLddM1xoqNHUq2f5ZnOvHI2NhfuzoUcPiKpvHdu3rmy89XMhgLJQ5Ph4eOF0+OEH6/eOHZblbkdo0wxqIpGe+hAovaTWcdZDND7WEyZsB6gKMVHC5AGdOb1lHE98ts6nOw6nHIFkcisZc1fmMHdFDhPfWsa8VbllFiDUhD7Ql4Pc4WltePbqNDq3alKyE4Bd5pdGW5bJuStzePuH3/jTwE5llB9fyrgvNyLeuNTFkcJiHl2QVWr1rapy16AzmPrZ2pBcm/haPey8XoGspE7cSmBGTl6ZvVjnr94etgPn4wWjtNVwQh3C8FbSaoEZ2WAITFER/G2QpUStWFFy/I5fvQLGAg0CJCSQOhYe3EPMlP2su3kLMSf/tXSQT+18Xups/Xd/VzGRULhC7jMiEM5jLcs5UO7hN5e6cCmc36kZyW2a+LWwOeVw93cZ2/LK1Jd714NH52WR/nEGd9k7Adw1OLjiURkEu6aqSlZuvsdBr1upcdaFc9WrWym955JEbul7ehnlx1f9h6QoKbhUub7XaZ6hUHe+CS0aMe1a/25SVEuc8DpXD5dn3qA7TpeWjfnTwE5s3FnAhDeXMndliQWwIta62o5R2sKkqifwhzOfoLDY5ZGrpm/3YTAE5YVRcNS2gH14Qcnxpk29AuYDR4BoaJIIMbHQ/UZ4cI893LofRj4LMTElDzR9PXj+6U3giSeCh4sg4fje8mv9CnHYszzhvPNVtXx7LVq7k70Hj/HVup1h942b9xwm/0gR36zfA+BX4SslB5YFaPGvu5j41rJS9ZW1PZ+3v/+NsxNOIiZaAMsp7LCU1n4Vj3D9XHrj73qoKnNX5pSR0U1mjns/z6VlfMs568Lp8iOxVSzTruvJ0G7xZOYeCLqHaqjPrA27C8g/WszLX29g3spcz6KFF65JY8POAtQVeGjUvaerM5/yzBt0x5m/ejt/W7CWRxes4Zpep5ZSuEO11h2P1L0S+yBUsztU/QT+kHdfEKgXHYV7aklNMP0bDBVi35clv0cuLn3u5qyS391ugZiGQDGceRU8mA2XPQ0xMf7Tvvm70GQo+Cu88Ya9ArUJrFsH//lPyf/0JvDVVxF7mQtVkQrF+hXs3i9POKdF362QjJu5lFe/3kiDetHM/P43Pl6xLaCDVrei5w4zpFsrrjv3VN5dsrWMvzJnOKccya2b8MDQRN5ZsqXUikqw6nB079OYv3IHvRJO9jzs/ZVXVZm2eAN/mPUL0xZvKNc19F4J624LmTkHeGRuJlef1c7ni7f7mXPf4M6oS8nYlsfq7P0eq6XzGgjCjTN+Yt7KXJLi48janh/SHDJ/CpU3HZs3plG9KEB4zB4iFRE27TnEpH+vYMzr/v23JcXHcdegzjw2f02pKTnOeYNui2Gw+nUOs/7r+h48MCSRm8/vwF2DzghqvCgPtc2TglHa8DK7B1HKKmMCf6BGE6qlzVjWDMcdya+WfKemlj7XunXJooUrHof7suGidDj3jtDSPvFEK66/nRicbLy95Pc7Z0HG+NLnFw4P3G+kT3Qoed3t7wd8ZhWqIhVqv+APl8vFnF+yWZ29P6yHldvCtWFXPpk5B3h8fiZntW/KlOFJxDWIYUzv00j/OIPrX1vidz5tZq6l+LnDZG3P59NVO7jLXjzgK5xzdaob984GzhWVbvqc3pzJAzvz44Y9XH22pTB597Nu61rGtjze+WEL1/U+lXd/3FquF3LvnSLcbcGlLo4WuZj5/W++X7wF6sdEI1HC+DeWMW7mUhav383+Q4Vs9Fo0oChFLvUoVO42EGzRRmKrWK46qy3pc1Yz95dtpa6308IYFRVFw/rRjEiL51/XlVgk3UORM284y6e1Fax2m9CisUdO53FvFy/OOWq+cMeJiooiKiqKJz5fx4KMHZW2dWRt86RglDZK33DBlLLKsGCF68fHYKgL6JVXknHzFvTKK4MHjo6GPn+0vsPh9NMt5a0i9P+4bL+RfpetnN0FvOsI7HbB9Dy8/DJ8/HEZq10oVLRfcLtdCGQ98UVy6yY8MKQLjy1Yi6oyoGsr5q3cwbb9h3lgaCJ9OjWnqMhFUbELl/oeakxsFcv1555KTJSgqGPlqfXtVgoSW8Vy/6VdrFNez3f3XKuNew5yy9ulFYHM3APc+s4vtD35RIpc8OrXm5i3MpfMnBKLk8vlYtriDfzxvRVs2F3Ay9efyZShyUy7ruLbWznbQpRE0aBeNA9cmugzXffL9tCU1h73JBMvSODp/0tlqNeigaT4OP48LJF/XdcTdSnzVuYy9bO1QfdQzcw5wEsLN7DvUBEPzyu9yMBdB/NW5dKlVWN6dTyZt37cysY9Bz3pRUVFcVlaW5LbNPHMJ/T1vEqKj+P+IV3o0rJxqaFm5/V86doeoJSy1gbzcvDi6O4kNGvES6NL7q9IWsdqmycFo7RRdlPcqh5WDMWPT7A36tr2tmAwBKNK23TqjJLffT8KLc7IxZbC17evj37jFRQotL99kns3LL+u9LGFw0PKuqIOujmrtAAAIABJREFUTId2i+fJ36UwZWhi2Na6YpeLQ8eKcKmLBy/pwpBup4DC1E/XsmnPIaKjhEKX+nygqirzVuXy7pKtPDA0keTWTejSqjGDu7Vk6mdrycjJY+6KbR4Hqh1PaVxq2ocbbyuTWxHIyMnz1M2wlNZMGZ4EAo8tyMKlLv7v7LY8Oi+LuStyeP3rTVzbq51nE/by9P2+JtqX2urL4bAWLL92xcXFnmvjtCp1bdOU5DZNiI6O9jlfK2t7Pk9+/iub9h5i/BvLeHR+lmfIMJACs2F3AYcKXVx7TjuPtQys++udH7Z4VqDOX5XLvJU7OCEmmg4nN/QMTbvnzLmV3vW78kspUE75nvhsHa98s8mzstM5py9re77HBQtYC1ACzfdzXxMR4ffvlF75G6ovwFCobVOJAkz6qDs4V76EcuHCDR8Md6Pxlb77RujYonHAoU9v5c7lcjFvVa7Hx09ll8FgiDQVHQIMi5EjrY+b036GN7oHjvPhBfAh0Hoq5HwKfAGAtp5KEVbnGryD/SPwdOlDzz4Ld94ZMJZ3n+GN25IGMDy1TZnzUVFRdGoZxy1vLadjy9iQp1Vk5hzgz3MyOXismM27D7F572E+WbWTBat2MnlQJzo2b8zwtNa88cNWvl6/m5R2J5eKn7Etj/Q5GaQPS2JYiuV5/+MV25j53RYmDzgdQXh0/hqKXIqiHqtcYqtYz44G7uHQx+avoUOzhqX6N3FY67Jy8z2rCzs2b4yIMPPb3zharKDWUONHP+fQvV1T/vbJWh4YklhmN4Cg9WG/WLw4untQa4077FVnteWpz38FVYamtC7TT/vrm53OiBOaN0IQEuNjrd0SPlvLtGt7+ryOQ7vFs23/YSb0SSDaYYlOio/j5evP9OTToVkjGtWLokH9aDbvPcxjC9YAcP+QLjzx2TpeHN3dswJ32rU9y9STW74uLRvT9qSGnoUSUz9dy12DS+Yduq2LbkXfec5X+b1fUFwuFwvXbudYUbFfa+7xjLG0Ef4bfSS1/GDyhDMx+bH5azxlCOZ1ui5Z5iq6MsxQPVTr1ICEBMuKljCm5FjD0vPQPI56c+7CrbABFOXcVUpZ89g/TrjXR0ZPW/mclFByaN+f/cu1fLk1jLp8eUDxg7lEcPr9CmdYSFFiooTYE2Lo0KIRQ7q24o8DOvKnizvRtklDJr69jLR2TRjT+1Qm9EkoHVeVr37dRd7hQhT1rHz8eYs1PC1Eefy+zbzhLFB4efFGnvz8V+av3l5qSNc932vTroPc+PpPbNhVwPQxlr+4j3/J5ppXfuD6135kvr390+L1u+h8SkMGd2vJCdECAjf1SaDgaDHZ+w5xuLCYh+dmht2nB3PQ66svv+D05jRtWI+E5o1L9dOhuMdwL24QLCte1vZ8/vHJGs+8PV+s2VHArCXZrNlReo6ct4UpKiqKRifEMO789gzp1sozXOv0u5bQvBEvXWNZNl0uV6mFIs50E5o3Iis337PS1a2gO/NNah1X5pyv1bbecs5blctTn6+nWCFK6p4KE5KlTUQGA88C0cCrqvq41/l+wBxgk33oA1X9SwTlrBDBrErhjmkH8oEWCQuWU55gb9Tu/NyiuN803Z21v067to3jV4RgVgdDzaRGtNHRT8N3HawFDtHRMC0Ott8TMIr7MeJ24LuOS0lOd89ruw/SbwbeK4mQ7n1/X2IdG/Qp9O4N6f2B5UAP+xv4uD98fAWkv+ZbBtslgj/cc8JeurZHWKMLia1iSb8smY7NG3vmOL3x/RbyjxRzYr0ohqW25pH5axCJYtSZ7ejapsQ9S2buAd79cQt/GtSZji1iueWt5Uwe1JkFK3M4IQpcWkzGtjyS2zQhIyePMa/9RLSoZ/hOVdk6sBN9OjYnKiqKV6/vyYZdBRwrLuYv8zKZccNZzFuVS/rcTA4cLaZJVBQJzRtzzTmn8uTnv7LjwBHe+n4rl6a05LEFa/nX9T1o26wh7U86kVcWb8JeZhG0LpwE6599teGk1nFMGZ5EUus4klqXTPYPZrVbnb2fq//1I/XrRVE/Opp/Xd+DjbsPcvegM/j7Z5ZVbOIFHcuMrJxxSiP6ndGM4uJizypcX9e32FXM4K4tmfndb1zQuQVd2zQt9Txzt5k/DTidv8xbw5ShiTz2ibX13KtjerJx90Gmfmbtj/rYfEueQIvjnHXnfI4Fs76520LH5o099VeXCKqm2puZvgBcAiQBV4tIko+gX2vJtg01RmED356VnYQzpu2OO32M78YYCQtWOPI4/eDcP6QLifHW21YwPza+8qhtS59DZUjXVkwa2MkzdyUUjte6qE3UiLkm3gscJk6EoZZVzefuClidalEhvEx/1t20haQp75QOkP4KxE0JkOkn1tdng22Fzm1V87auve83hWDtN9yhZ3c/M3dFDg99lMGGnQWedM7ucBJHilwcLizmo5+3UVhs+YzcuLOgVP5uBaZt04Z0adXYMyftoWFJREcJT/5vA2Ne/4mMnDw27CzA5XIx9twOTOiTQNb2fNZsL+C9n7axed9hfv/Oz2zcXcBjC9Yw/vwE6kVHs2n3IaZ+upYpw5J45ncpPDy0Cxt25nN+QjOe/l0qD12ayOTBnVmycR9FLiU6qmTuWEx0FFOGJoW9+j5YPbuH95wT+OetyvWMijj7aec1cVvUnG6ovlq3k4JjxQzp2orpY85k0+5DTHpvBVv2HeTixJY8+fmvpUZW3C5T/jo/ize+38q103/y6/YjM/cAY19fyhs/bOVIkcvz8u/c2sq9kEAQ9h8qLLW3qyCeDe2Hdov3HPc1386Xiy133bj9uXVs3rjUCInzuepeGNG1bdOAfcPx2oeHYls8G1ivqhtV9RgwC7iscsWKLO7OQpByKVS+Go+/PdyqdB4Opcv22Pw1ZOWGP5RUHq/VtYms7fm88d2WsIbZ6tLwsSFMzjwT0vNYd9MW+tT/oMzpIqBTMdDn7yS19mNxP/BwBAS5wu+ZYO3XPaw2bfGGkKYNuPu1rXsOcuBIEQ/MWU1mjuUi6btf99KwXhSjeralQb1oJlzQAYBHP1lTKn8RYeOug/xh1i+8vHgTUz9dy/zV20lo3hjEUhPGndfenteWRWGxMvOH35i3Mpfrpy+huLj4/9k77/io6nT/v8+ZSW+QXkhIr4QuHdRdpaNe110VEayoe/fea7+rWADF3Suiv7u7roqNYsUKSagWIIB0SO8J6T2kJ5M55ffHmTmZCUlAV++i9z685sVk5syp3/J8n+fzfD66o/f32yagqoAAs2N8eGJhHBE+rry+bJLmBBlE1u7M58Ftmdz+7kmi/NwxGAzMivJhxYzRbLpjMvGB7mw/W0VJQwcORpFIf/fvvUAYip/N+l6WZV47UMz9W0/ZOSRgr9dqfSYv7SkkLavWjnDXeoy69h4A/D0dSQrxYlFyIMumh7H1u0p2ZdVdIGmVW9vOPZtPkXq2mplRI7hhfBDrdw+uCJEY5MkzixPwcDKwclaEvvhXFIUuk8TzabmkZmn8cIvHBfPKLeNYMi5EL56wTXXaFlVYueRsjzkYxZaKyt9vm4Bg+Xf/e6dYm5arV7b+kKj7pfLT/dzsUpy2EKDS5u8qy2cDbbogCBmCIOwSBCHpRzm7H8lsc+g/JN1iiztIDPIcVg4lr7bjBztPVvs+KwQ9xGzp/z9EtuqHsFb/nGwwUeuL2aUOEr/U1dz/2cUtIciDJxfFY2CpzaczACgywLvpL1+602+hHbHi5BTAzHAqqjOHTI3CxdtvQqAHv070vyA6M5ipqkpKRg1rduTq44wsq5glMwcKGzGIKhNCPfnybA1PLIgjdKQrRlFg1YL4C46vqioKmjPw2Lw4Xtydz/7CelAVFiUHsnKO5jCsmBmOm5NGlYGq0tLVx6enq1m/p4C8ug4tFbdXKx4wiAb+tLOAe7acoqSpUye0vWvGaB69NgZno4iiagvvZW+f4OV9WgVmWlYtD36UwdM7clm1MOEHcVwOxc+WU93G8reP88aBUjbsKeTWqaE67i0+0J15Y/yJC3AbdF+hXk60d/dx25QQEgI99M+fWZTIknGB3D8nCtDmmpSztTwxP5anFieyclYEqVm1uhOeGOTJWysmcdfsSA6XtLLlaCU3XzEKVAYfrwRt/th4qEyP8h0sbqSzT+aK8JG8kJZHbo0W6VoyNljXRB2u3QyGmxyMYssaUX/gfW0eemx+HF/l1g+qrWrd98XG3YvN1T9XuxSnbbCZbuCdOg2MVlV1HPBXYNCaeUEQVgqCcFIQhJOSNDCp8NPbDy3pjvBx5eXfaaDei8mhfB/Nz6EaXk5Nm16+fqlOgZUjZzAem0vhwhkOTPtzNyu4+fvgHy61rfxfRO5/r+mFEiv/jPp0C5W/+hsqR7SqUSMc5aOhJ8hRG2z+0Mh7VW7V060y/YBjqyNnZ6t3DntuF2u/ubXt7MyotaO8GMpya9t55sssmrv6kGQJBxFMssLnZ2pZv6cQHw9nDpe20mGS+eJMDc/vzENWIdLvwsiVoNUAsOm7CiL93Hh8fjxvHSyjW4Kd2XXszKknr66Dj45XsmpxIkvGBRPp746ns5HdOXU8OjeW0oZO1qXm8djcOKJ83UkI8uCtFZNYtTCeF9LyKWnopNcs887hcwSPcOL2aaEcLGhiXWoeIirLpoWxMCkAVVXxcDLgYBAY7e3MaweKkWV52Hsx1H0G7ByU0sZOznf3EeTpyCPzYrlvdqR+LzYeKmPzkQo2HirTsziyLJNb2058gDtrd+VjVuHV/WV6NDMxyJNd2fWkZtSxM6sOgJKGDs53m6lu7WX9ngKe25mnR6as5zYmZARzYvxwMQq4OxkZ5eXC3ZtPXkBWnFvbzrq0PHpMCm09Zorq28mpaeOdg6VMDPPiRNl5zLKKotrTf1ijWAMjjtnVraRk1PDA+6d1ag9Zli+Q57K9f4qi8OjcWL06duPtV+jaqgPH2Usdd60EzL+kQMSlOG1VQKjN36OAGtsNVFVtV1W10/J+J+AgCILvwB2pqrpRVdXJqqpONg4nMfMT2Q+JiliJGqP83XV82HAD4vdRJhiq4dlGhi61ceZUt/H0F9m69Il1pZdT3XbRfVwW2KHLyKyDjm1V1FBt57IAy/+E9n+RxKHNVg8yu6adGw4EkjP2E83xEmAjf9RSXINVJN5zT7+iw+rnAci997+Y5aDh1Kyj46C4udVtF1ZEr37SQtA7Dy7F8VDBJCmkZtZeFDaQGOTJ9RNGAVDS2ItZAUeDyPhRnrg7Giio70IEDAIcLG4mPsgDZ+OF3GqqqhLu48rt00J59w6NnmLJ2GBmxvgAMHaUB4vGBJIQ6MFj8+NYmBTAF6cr2Ha8gtVLEnh7uYaden5nHpKiIghw/3ua4yAwgJFfEJAUeHp7Hi/tK2b9vkLmjQlg9ZJEUjJrScuqY/2eQu67KpLNd07hcEkLL+4uZG1a7g9q6znVWuGEdZFc3tKJu5MRRIEtRyrIr+vU+9LKWRE8Pl9z5FKzannoo7OsTcvl/vdO8frBEs5UtBPj74qro4Hihg7uevcEO85Wc7L8PCpwquK8fhwVCPZyGjYyJSsysqLiaBQQxP65xbZvJwR6MC8pAGvLOXWuBQGBXknldEUb88YEsOWuKYiCyAPvnbbjvMuqOk9RfTuPXhtDQqAH2VWt3LLxGM+n5fLYvDgde/dGeqndPGR7/Nzadu7dcpoXduaTllXLPZs1pRLrnGRLd2IVk78YDOliUKafq12K03YCiBEEIUIQBEfgFmCH7QaCIAQKlrsrCMIUy36bf+yT/Ufth0RFLiaWPJicx6U6QEPh32wjQ5eKkTtY1ERbr8TBoiYASiwrvZLGzl+8Y3Exs1K05FQPL5+ibz9AZsf62WDFLL90h/eXFkn8MZxQ6z4APaVzoKiR8119lEQkYHy2lV035PAmE+jsNV8SZkxVVYobO0CAAqfndEdtJ79ituPnFHCbZct/BayQjWuR1460FCu8avn+KOpz3mSvfm5Y/U9BEDAaNJ3Ji8EGBEHgqYVxzIn14cUbE5kd402frIAA910ZziO/jmbBmABkFcaP8iS9qIUpESMvGLNyqtu4ZeMxthyt5EB+IykZmjLBNQkBOBoEKltM5Nd12pO0fpLN1uNVPPllLmXNWnXiqkUJbLpjMqoKj14bw+rtOSx96xiqqvL2HZM1/JoA1yUHoCgyMyJG4OJgYG9uAzXtJtq6JVRVZem0MD46XgUCzIr2YcX0ML7JaxyyrQ/XdkqbOnXpqdSsWjbsK6FPUvRIq1X264H3TpNf38mVsf6Iosji5CAemRfL17kNPDo3liB3J5wNAkuSAy16oyApKmtScvjsVCVGg8Ce3AaNxFcUEQUQRPGCyJTtOb+Zfo4+BaaNHoEsy1wb70tRfTvZVa16RievroOUs/2xGH8vJxKDPXn+hiTcHEQmhY0kMdiT+EB3bpkyClmWefXrYnolhUNFzTyyLZM1qXnk1XVoKVWTxJQIbxYnB7FwTABLp45iZqS3Xap0IB3Km8sn8sSCOBRLIctg82pebQd3bzpJWmbtRWFIA9Ojl9L3fw6L1Is6baqqSsAfgD1AHrBNVdUcQRDuFwThfstmNwHZgiBkAH8BblEvw6v+R52XHxqiHcouxkOlqqpOnDjcNjk1bcyK8sbd0cDsaG3VGuXnzkhXR6L8LtTlG2ofP+Yju5wavyzLdPaaKW64EBQ7mCUEenD79FANf6P240P+kWKWn6v90hz+H8MJte4ju7pVjzDMivTG2dFAuI+rRlTq60afpNBllilt6hq2P6gWbiqrQ5L0x3+j4J5yphk+JfLud7TI/bOvWqJyL8Bf/8rCLxLJc6wekrMpjpd0IPug3we4sWhsAE8tjNOjNkOZqqqs213AwcJm7vswg/SiFmZF+yAKIi/vK+Gv3xazN7seJ4PAlTEjMQqQlll3AVautKmTHkk7zl++LebfPzrLHe8cZ/X2HGRFm6gVVdHb3L0zw5kWrjl+jgaBSF93HeyeXtLEw59kUtXWi6yotPeYOVjcpNEkiQKiKPJlRg3dEhwpa6XHLDMvMYCVsyN4+eaxCAi8c7CU8aFeKIrCHz7M4LeTQ4eVsRqq6ABg8dhgXXpqcXIQi8cG0CspVLX2sGLmaNbvKdTB9qWNXToPmSiK3D8niscXxBPl687qtHx6ZZVX95fSa5ZRVdh85xWsXpKEooAkq1yb4KelEP3ceOV3mibvindO6IVyts8yt7ad9MIG7Q8RHv5Uc4If2pbJgaJGVFWltLGLhEAPXbUBIMTLhdzadqL83RFEkRd25ZOSWUNaVh0v7y3ircPldEsqkqwQPMKJDb/tV9e4f04UK2aEkVGpOYM7s+rY+l0ld246ZRf1GhgQSS9uYl1aHk9vz9Zl0Ab2GUVVLO3k0mBItunRS+n7A7e5nOYxq10SM52qqjtVVY1VVTVKVdV1ls9eV1X1dcv7v6mqmqSq6jhVVaepqnrkpzzpf8RUm1LqgZ8P9nAGrgas6RBVVS/4e7j9DGZDTYjWY6ZaiCEfmxd30YFkoLhwUogXW+6eonMpDddYf4poyuUUoTlU0kxnn8zpivOXRCaaV9fB1u8qEQRBJ2/8R4tZfq72S4sk/hhOaHyAFm0obejSIwyfZ9TQ3SdzqERLMIiCiKNRxM3RSKSv27D9IbdWY41/fH58P9GoAA4GEUEc5P43P4UBMNoMMZpkllbAAFDAo7y9YvKQ17nxUBlbj1ax6sscbrPAKIay3Np2vsqpZ8m4QPKq23EyCBwqaqaipZNZ0d70KZaiCVXl7wfKkVRwdjTYCbkrioKsKCxI8O0/YSC9pIXOPhVZhT4L1YS1ze3KaeDoOW2xet+cSB2TmlPdxpsHSnnw6khQVLbcOZnl08P48FgFKZk1xAe4c9es0dw3RyP3dTYKuBgFPj9dTU5NG4IgsG5XHp19CimZdaQXNfHq0vG68zIUDZJt1sMWdwz2FEuiKPLfN0/g8fmxXBnrx+bD5Tw2L05/jlYuM6uzYl2YI8CWOycxO9obB4NIV5/MMym5lDZ1sTA5kEnhGuddoKezng04VX6eZ7bn0NLVxyenqy6QhEoM8uQeC8lxelEzj1wTxfKpoYx0dWCUlzPLp4exLk3TI50Y1g/pOVPZyl3vnuDTU1V0mSTmJQWwLi2PcB8XXr55HBt+M4ZFyf7cf2U4f9pVQE1bL+v3aQEIg8HA6iVjdAdYVhVUYPHYQF2qbCC2LTWrlg17Cpk3xh9VAASBc03dF/QZa1Q4ys/9ojAkK6+cVf7K2m/jA4YOZAwcHy6necxq/yvohK0dz4o7GGwFOtTDGfgQS5u6uP99rWNYO7ctsPOHPOSBjp71mAuTArjVAhQeatK0blvb1kenzaShKAoHChtQFOWiKdaLTWQ/ZLXxP019MpzdNyeSFTPC+LagyU6/ztYGDs5PLorXdPr+F5I3/p8Nb2nZWrRBVmWWTh3F04vieXphAo/Pj+X+OVEWrJHK0wvjMUsysiwP2x/iA9y5dWooCxL92X62ih1nqkgI9NAgEkGeF/Y9n+d13Jwt1s2oajAyAUia++vBS8gsdu/McBaPDeD+OeG095i11OwQlhDowX8uTOCV345jxcxwHERYMCaANw+Vk17cQugIR5xEMCtgVj6gyLCUDPFmks73kw6kZtXyyLYsvinQ4BtXjO6fbA3AjIgROBgESizcboqiUN7cgbujyCPXRDMn1k/nDPvkVCWtPRLHzp1n/b4iPs+o5Zv8Rm6dGsq6tDw2ppfx8t4iGjr78HQUmBw2gl8l+NHZJ/NmehnPp+byxPxYbpoYhIeTgWAvZ9KLmnjw47O8dqDYLq1sSxuRV9ufGRlYka6qKhkVzTy7PQtJkhAEgVEjXUHFLtVnu9BXFIWUjGqeT8nl1itCSQzypKLVxJGSFm6YEISrg1b1+vT2HDYeLONwaSsAISNcKG3sxCQpbD1agaIoLEoOYHdWHY/NjbUrRrNG8wDMMlwVF8CaG5JZfV0iz+0s4K30MnrMMqUNnboyBUCgpytmWWH7mSoWjw3kNxNCMEsK55q6WTI2mD15jezMauC1/WV0mWQ2HTlnF1ywXezF+Hvi4+bIbyeF8vqySbpOrC3Wc9GYQB6ZF8tNE0chqICqMtrH5cI+Y1nMXAoRwMB5zdpv07Lr7LazHfsHLlIvx0zD/wqnzRaQaBQFnlx4IduybeWPrdlWt6Rk1vDi7nwenRurR9cGdt7v85BtI2q2jp71mDuz69iwp4i0i5TkA6ycYwG3WlaXr35bxIu7C3n126KLpmEvpdJsOFmVwRy6H4P65Mcy68rPKiw9mPNpu3LOq+1gXWoeB4sadbFk20H8clt5/ZR2OaYH/hG72PO7lOu1SkQZRQPvH63ime057Mqp54ErozEYDOTUtHHP5lN8mVmHSVZ560j5sH0wLauWl3YX8tC2DB76OJMHt2WQll1HUrCXHlGxq/b7t/70acE95eC6CgXNiQMtiCXtXUDsxjCkNSMsBQpP2h1zZ3YdOzPrAXBz0qKBQ1leXQfrdxew8VAZb6eX0WlW+SqvAVmWEYHK1j5CvZ1RgSJDKkajVkihfjZL38eiMYEsmxaKKICDQUsfAxgFkAWIDvCk0yTz9I4cdpyt5vUDJby8rwSDwUCYtxsr3j1BSUMHZlnh05Matiu7ug13JyM3TQjRSHu9XDFLCsGeTjx0TTRfnK4maKQbh0rP83VuA3NifThW1oJJUqlt6+PDE9XcOCmEP+0uYOOBEhYlB7L5cDnL3zmutwFFUbh1Sigv7sq3E0ofWJGeW9vO0rdOsPm7Ctak5vL6gRIe+iiD9OJmBEHgT7u0CFNubTuljV089PFZXj9YynMpuXT0Smw6co6UzBrCR7rwyNxYfjc5DA9nB26cEEJHr5mgEU688rtkHp8bS7S/By/uLuCe2RqlyfM3JHO4pBlJsRDXWcza1gM9jIhokcySpk5ya9uJ9HXHKArcNXM0sqywJjUPX3cHAJZeEUSotwvPLk5EFQykZdVxuKQZVVV58vNMVm/PZpSnI0YRDAYBB4PAiumjifTRnqkkSTy7Iwuz2UxOTRsJQR48e10iSSFeQ9JT5dd1svlwOelFzQgWsuPyll67PmPtk2+vmKwXRAw3Dg+c1xYk+rMgOYAFif522/3cxvRfvNOmKArFDR38fekElowN5p07r2DJuBA7B2VgGHUwy61t58Vd+SydGkaUrzsPvK89ZCtXk5WM8IcUIiwaE2jn6FknjggfN12jbiizNriChi5+f1WMLgjc1GnW//9HVwsDV4eX4sR8H+qT/wmzlpdbn9vAydnW+VYUhY5eiQ17C/WKJ2tI38oKPlhhyi/Rfm4D2sXsYn3hUq7XmgpbNDaI26aFgiDwXEoOq1OyNcoIS3TlwasjmBjmxYbfjBn2uBE+brg4iBwobMLdUeTRa2P1CsBL4hh8/HHy7i1nNiv6K03NAwXrX7X/jaqlYOvbTXSaJA4WNg5LCfTY/Dg+OFbBdeM13JNJVonydUVBqxqN8XMHHgRAkjRFiFSPv9jd1y/P1GCSwSxrkknLp4fi5WxgUXIgTy2M49F5MRhFgbWpubx9sISZ0SN5dnEclS1dNHf1UXG+m2eXJIIgYpZVZkT78MINSSSFeFHc0MGqL7MwSQrrduVztKyZzj6FgvpOZkWN5A+/iia/pp1r433p7ZOYFu7Fht+NZeKoETw5Pw4FgaOlzcxPDsTBIOiV+/duOc3mI+UsnRbG+j0FOibLdjGfU9NGnL8bN4wPwMXBwMTQEWw6fA53JwOzY3zYdOdknlgQR2lDJ/dtPUnl+W5GuDoyJ9qXO2dF0CMpxAW4s3pHDsveOcHbh86hKirzkwNYtSCOR+fFsmRsMAZRZNORc+wvqOdX8f68c7icd46Uo6JiMms8dy/szNMjWNY2l1XThQLMjPZGtBDXqqgqsUVVAAAgAElEQVSsWpxAmLc7XWaFrl4z9e29ALT3yDy4LZOTFc2snBXOCBcHZkZ5Mz3Km06zyuajFaxJy8eswLgQT55dksgbB0pZ8a7m7D6XlsfmIxU8tC2DuzedJDWz1k4XezCGBRUVSVF553AZIiqLxwayIMmfR+fFEh/grtOM/P79Mxaxsf4gi+04PNR7gDcPnyMlo443D5+7oH0P1Tcvx/HPsHr16n/KgV944YXVq1atuviG/6ClZNTw0EcZhIx04YoIH/w9nS9wqPzcnZgSMRIBAT8Pp0EdLj93J/w8nXj9QAkJwZ4snxauC/au+iKbqZE++Hs4f69zy61tZ9UX2UyL8rFz9Kwr9evGB3HjpFHDOoF+7k5MjfS+QOt0ZuRIMqrbeOk3yRgMBho7TYNem6JoHDoxw7CBC4JAY6eJB94/jberA//2wRlmRfsQ4OWCr5sjvh5OzIzysfu9n4cTM6J9Lis8lO1zbuzQrmdqpDf+Hs76+SYGe3KsrJnUzDpuvSKYrl6J30wMYaSrI/dsOcX0SO06/Tyc9NSJr4cTsQEel811/pg21PP9uZogCPh7aGOANX3k597fL4bqT7Zm7TOyrPLy3kIkRWVmtC+fnKqmraePpGAvUjNrkVSBfbkNRAd4EB/kpR93oDV2mPjiTDUOBoG11ycxcbS33r7iA90JHOF8wf1v6OglLbOO68YH4+/pTGOHiR3Zntwlf4wREC2qW3ZHG3sfuLgA0PvGv7JWfYGrmjbx7+pn/KGqmVleCfi/EQX7/2z3EsbcQ2xEANMiffiXcUEcK66jpt1MS7cZRd1OoWEtC5q38u9iF0YjiKJ2/Ki+XRiuegKAo8VNbM+sI3SEI229MqIAi5KDifB1Y9PRSkobO7lxwihunDiK68cFUdTYxaHiFr7Jb+BsZSsGUSS/roPZMb5cHeuLo0HkxLnzfFvYRICHI098lkW3pKIqKhPCRnKouAUAV6PAjChf3j9eSZ+kkFnTgVmBLrNClJ87D27LxN/TmdKGDhKCPDla0swdM8NZMCYQXzdHzIrMv10dzcLkIPw8nVm/p4CpkT74ujmy/WwV3+Y18Odd+fTJCm8cPIero4F75kRy/fhgJoSNZGa0L8fOtbAmNZdDRY3MHRPIjjM1rLAcw8VBpNMk8VVeIyIaj53ZLPFdaTPfFDTT3iuRklFLn6Lw//YV0t4rcaikhYyqNhRL2lVWVHLrOims70QAvN0ccHUw4O+pjWsjXERq23p55JoYHvssi9unjSbcx41VX+Zw6xUh5Ne3U9WqVe4qKlSd72H+mAA+O11DTk0b100IxsXByF+/LdWb0lXRI8mv6+J8j0S0nyv7i5oxiuDv4cy1cb7syKjl7lmjOVJynpnR3nyV18iN44Px83AiNatWb8/W/ufn7kSglxNXxvji5erI1mMVtPWaee9oOSZJZm1qHkvGBbEoOZD0oib+vKuAxeO0tp9b087dm08yI8pHm6fe08b1xk6T3fg8KWwEzo4i982OtKuwtR0TBtrA8WDNmjXm1atXv3CRYeYntV98pC3cxwUXB5G3D53TCxAGo+kQEIbmVLJYhI8rS6eE8ZKlEii3VhNQ/vttE1AVddgS+8FsKA9fURQ6TRJms5ltJyuGJXwcuOKzHn93XiNHilvYbSlhH6oixlbtwfb4thxQtunjqvM9tPVKfFtQz46ManJr2odNvV4OZkvRABoGUVEVu3tvGyFdPDaY/751PEaDka3Hq3hqey6lzV2AVgFnW5jyS2TctrWLpdZ/Svupq5p/6Cra2mdKmjp5cmEcqqIwwtmIq1HgizM1yIrMipmjScuoxtEgEu7tOvw5oWIQBe6aGaFJ+Lx/SodMpGXXDXr/B0YrrOk6Y+B/adE2VYu42d455S8Rer9OYoeWxlTB6ABH+ZyEHVMGP8FXo/X+8daRco5XdmuFD8pSipw/1vZjBBwsUTZLpG1twDaba9QcyMrWPgAya7p46JNMcuu0e5+W3cDt754AAQ6VNpNerGFzzQp09ikIqCyfNpoXduazJjWfo6XNXBGhAfNPV7TSaxkiJRXSi5sJsKT6+hSVrccr6TBpG7gY0KOflS1dqMBnp6uZGulDenEL7SaZLd+Vk1vbzusHS9iwt6g/pejTX4motYFM1u/V1A5mRfng4WRgzXWJjAnRNDFf2JlPamYtz36ZTU+fzPLp4Xyd18DSaWFsOnyO1/YXc/vbJzha0sSyaaN47rpEbhgfTJ8CRU2aZJWPq4FbpoSy+fA5FiYHY5JVbp0UxOwobxwdRLrMCt/ma9WhsqQQ7uvGhn1FrHj3BLm1GjHvPVvPcqiomc/OVtMrKbx7uIwDRQ28eut4vjhTy9nKDs2511hccDCK3DMznIeuiWJ6pDdbjlRQ2dKJq1FzahxEAYNRRAY6eiXyLP1nfOgINuwr4si5VrxcHYnx92T5jDBUVavuLW3sJDWzhgc/PMvrB0rIqW7TdU2tcJonv8zhk5MVjAvxZFdWHUunhLH5SDmSrCIKIqUNXazfU8gtk0P7M1M2WZ2Bagu247PBYLDLRl2KXY6FWL94p00URAyiAKg6M/PAChsYOp1nHeSzKs9z68ZjGuByfpw2uG7VBlcBgXu2nBq2xH4wG6pBHCxqotMksTatgM1HKnhwW8bFucUsXGRWp9OKu1mcHDRsRczi5CA2/G4skT5ueuozNdPekbPFBM6K9sbFwYAoCDz8cQbFjR2DAqwvp7ByTk0bd75znNf2F6Mq9unQwcwq03L9uADGj/Jg7ZJ4FicH8fYdk1k4JlCvQLqYOsYvwf6ZQNyfog3ZYhcHEnaqqkaqvPzt42RXtw7pNC4aE8jDFhJTURTp7FN470QVsUHudJokDhe38P535cQHedBrwRENZ6IgIggCbxwo4YnPMhgX4sWCRH9eWzaRRWMC7UTEhwJM63bffey6PgckLTUq0S+HJQMPf7xC43bD3sEyMgy2O/p32oZoBQwRzu9SZFhKkbMNCbBNRYSVN/2Z+t/B6n8BNOoFF6NA6AgnfbsFSQEocj+HXYS3C8X1HWw9Usa4UfaQkG6zQpCHIytmjMZBhIRgT3ZmNSDJChNsqh5HeWnOWn2nGRGQFIjx1TIg918ZyfP/Mpayxi7W7SzgzYOlGAXo6pN1ah9UhbmJAaiKyubD5Xg4OyCoWArYTujPUhtfx/LfN4/j/jlR+nOwjiuKrOgcfSZJocesUN/ew+u3TWKUlwsms8IbB0pp65VYkBzM7ux6Vm3PZeuxSsw2tH5N3WY2HzmHWVbxc3fAw8lAm0khvaSFMUHuOBkEnrshkeXTwjADZyrbWJDkr9NvJAR68OSCGKZHjODzUzUYBJgW6cPL+4pJL2kiLbMGg6V9WJ18k1nmUHEzrx8oZVduo2VGFPlw5VRmRo7ArKh8fEKbG2ZGjuS7khacjSKZVa0smxrKylnhPLkonrKmbjbsKeJMRZt2VwQNCuDqaGDTkXMcKGrArCi8sDMPRVWYnxxAt1mhW4IzVe1098nMjvHlnTuuYMtdU0gI8uBkRYtF5q2f3sRWDci2X+jBhqXDj1/DpVQvR/vFO20I4Oxg4O5ZEaCiy58MfIgDZaCsZk2BvZFeqmmwjR5JpI8bcQFuXB3vx9od2Xx4rIxlU0J58/bvN7kN1UDmRPvi7mjg1olBiMCR4uYLZEcGmpW/RlZkvazdWoJuPZY10mhbySaKItH+Hvz+gzP66j7cx4WH58bo8jbWFcuLu/P59HQ1vWaZIE8nHp4bQ5SvO+t3F5CaVWt3HZdT1Y2AgElS2LC3iNLmLt6+YzKyLPO7146w/UyVXWe1Oq4ZFc3c9MYJzlZ18ExKnu44pGVqkY/UzH6pmMttJfZj2j/r+lRVRZZlbrli+BL972u2GDGdsNNG1Lq0sYvzXX2UNnYN6TTm1XWw5UgFubXtjPJyJDnYjRkRIzhb2YGjQWR6xAgmho/kcGkrKnCitHnYySA+0J3F44JAFOiSIDWrjjcOllLS2ElOTRtrduTqckZD8YTZLtpGe7uQzHwkoMBhLbP5VyTAID5CnuMJHetmjZDZidOsOKvxwd2X3/8sirdhft4H82ovWOfLXvM+vdhAMmsOm9HBErUz9jtw2m6/AaC0sZNuSaWi1QRoE09adj1f5fdzsJ+t7mDVl9lcmxhERlW/oxvoru3p26JmPjpexYKxgRwsamZBkj9rr0uyoxapaTPjZoRFYwJYf1MSTgYoatKwWoIFs9zaI7HlWCW9koqkasUQ+3IaATDJ8N6xCn2ceO76JCL9NND+ihnhetRGFEWuHz+KSH93cqrb+ORUFZ0mmTWpuaRk1nCoWKMZqm7t4aZJmprEzuwGSpo6WZ2Siwrcd2Uk3q4OTAz1YsGYIHokhdHe9hCb7WdreXJhPHfPCuft9HP0SQpf59fjbBQ5VdGOSVY5U9mGn4cDy64YhaezkbmJQby0TytAy61p58kvcjhc1kqXWWF6pDfphY0smxLKylkRPHNdEu5OIs4GgSAP7T6bZZW3D5dhlvvb6qiRzhwubdErWA0WzyHCz12DR6oKJglSMmvZmV3PC2n5qKqCm6PIxNAR/L9bxrMoOYhvC+pQVJVlU0fxdvo5nl2UwFvLJ1Pa2KWJ3l8TxYxwzQlfkuxPelETCYEeOnXV7qw6lk8LJWykmx58GSoboFUsZ1La3DXs+GXbry6nYMNQ9ot32pKCvXhqcQJbvqugtEl7eJF+bvpDtA5+tuXctpYQ6MGtU0M5VtqMs1HkUHEz92w5xcZDZbz3XQXtvRLvHa/m5a81EeLvM7llV7WydONRsqta7T43GAy4OztwsLQVBegwSRdlVRcFEQeDyLnmnguY+3Nr27lnc38kMLe2XQeG2qY+FycH8dqyiYiCqEuvgDbQLU4OYunUMJ01u6a9ly1HKhAEYdAU4eXkzMQHunPXzFDmJ/kT7u1CYpAnn56upsus8J+fZfLafq3M/74tJ1mTmsN9W07ybEqOznklKyqlDV088N5pKlo03IdVR+9yXpH9nC23tp07N51ig6VE/8daAccFuOli3dZ92kriRPq64eZkoKqlh/gA90EXHpIk09rTR1FdO7e8dZLMmi6OlGl92CQpfJFRS0pGHdGWCVgUh5ejS8uq473vKrh35mgWJPri5mhAVVUe/PAsn5ysoKWrj5KGjiHFyaE/Q6CoirawkpfzxuwTcMcKcPw1BcSAssFeHkvqf32D5liwZTKcPw9BQfCHEn1bo+3L6pip/U6fZLZQkFgdNod+OhJ1tRenU/4APKFF6AxLUVgKwGDADz93RzwcRd0J+VW8Vu3n5Szy8K+jOG8psvomv4E/fpHFZ2eq9d+6OIjcNyeKg0VN1LSaMNrMcO8eqSDc15WHr43ioasjuTrWB0exP5VstZlRPnoUdf2eAkqbu3jnjiu4/8oou6i6dVxd9vZxthytYP4YPxaPDWL97gJmRI1kybhAZkX7sDtbczTeXTEJFE3hAFUl2NOJGVHerEnLY/uZKmZHe9PeZWJCqCd/mBMGwOIxAQgqvJleSq+sYJJVTBL8dlIILkaB2VHeiKLAhn0l7Miq47kbkojyd+e127QI8v7CBkx2N1mlrVcmNauO/PpOInzduHdOJK5ORq6K9QMgMcCVO2eE88Cs0QDcOimI2rY+3v+unEeujeKxa2P4841jNO67MzXcNT0cBeiVFGRFg9f09Ek6Ae7anXmAys7sel7+qpRus8I3eY20dJupbO3RePPS8uiTIczbjby6LlwdRCpaenlxj8aA8OWZSvbn12vyZQis39vPdTeQTscK71mYFMBLv00GRasCvkD6zWKDCdhfDsGGoeyycNouNiAP9v33GcRVVWPbjvR103Eg1t9bpUUUVRkyzbf5cDlPzI9lUpgnkiwzN9Gfu6eHsWx6KC9cn4iLUeDha6Iv0Hy7mO0vaNDwYfn1dtdirUi9e4bWcc2yyqenqoa9ViumZfHYoAuY+60SIU8ujCch0EML3ZskFFmxq5wFTf5KURSdndxqebUdbDp0jqnhXlqqxRrDF7jsU4Rp2XW88nUZadn1LH9XW51NHK3hYRAEXtpTyP7Cen6d4M+WIxWMD/Miz2al32NWUNDaxyhvV0QBatv6LvsV2c/ZEoM82XTnZF6xpPh/rBWwrVi3dZ9pWTaSOAKoKrz8VaFOuzFw4fHmoTJ6zQqfnq5CHNAnx4V4MGGUFilwddKwMwGezsNOBqFejlipp/bkNmE0iAiC9oHZLGv4MdlOffSC/VkzBQICX57W+NGCPB01HFpsH3EUaZJIZs1BeYY4YuQ4AGLkOGaoFkyrKsF/h2vvfTUi3MFUF4yWfKrV6YuRIab3A2LkD4iR5+kpV6s9rR6gyFCuReSMUDQErCjG342tRys0iS0LKP/TUzU4iPD+iRoe+zyb1Ox6xo1yR1K1vrntRCWzY7xxdxTpkRQKGjrpMMlsTC/lyjjN4Vs6OZhFYwIoaezk3cMVvJZ+jt15TfQpsCDRj5vHB+jnkFndRn5dp75gX79bqxodmHpTFIUnFsSx9a4reHxeLN8Vn2fL0QqujvOjvLmXtIw6Pj9Ti6xCSkYtn5yqZNWXWRa2f3gmJZ/UrHo6eyQ6TYqGqetTOVvZTrqlkOKzMzU88XkWfZKKURRYdkUIj14by28nj0IQBI6WtfDpySocRFg5O5woX3d+/4E2nufUtPHGgVIcBQtWTYRv8htxcRB5elE8qHDHuyd553A5giAwKdwbgKy6bl75upiTlVpfqzjfy4t7C4n0d2dWpA9/P1BK1fkeZFWlq08mv74dkwzOBoE1SxIQBZH2XomzVe0YDSKKAuvS8pEVmWVTQnA2ipyt7sDJKPDu4XIURWH5jNEWB1vAIEJ8kAeHS88DUFjfxYMfZ/LSvmK6TRKbj1Zw8xWj9AjrwEibFXOall1HTVsvD32SSWpW7aD47Z+j/dOcNkVVBw3tD2aDDdiXOojn1razLi0fyaKVZyWrTMmoYeWWE3yTX8stk0eByqCRNmsaZX+RFhruMqtsPVrB87sKeO9oJdWtvYgWIsWhmLSHMuv2TV1mu2uxgjK/yOhvXGlZ9d+LJy0hqJ+aQhAEfdWYmlWrY+assi/W7VIza3VuIQeDqKsBgLaSl1XYV6B1pGPnmjWqEwseaCCzx+WEDVg0JpBlU0NwdRC5d1Y4CYEeXDcuhOXTQ/F0MnL79DA2Hz7HJyeruH1aGMdKWuwiAOOC3bXV3Z4CBEFgpKsjs2N9LvsV2Y9hsizz9/1FwxbD/E/Yj7UCXjkrghUzwlg5K0LfZ9gIZ9q6+5AkCVQQUHn4Go2KJ7u69YICo3tnhuNkFLlxfDCI9g5dUrAnUQEeuDmIZNZ24WAQmBPjN2zk+a3D5zArsC+vnpd/m8xz1yUyO9oHDycj7ZYwSWZ1p92YN3B/1jEDIDlUcxq/tgDU47Jv0fFtOIDhjgxIeo0iQ4HFgSrghdGf23ThCz0qCQ0fJpm1yJT1sxg5ihj5A+ADm61XECs/quPpJLQUpNEIqJZonANgibbZ2tmqDuYm+TE9ciTvHa+iR4Y+LTCFUbRg1PxdKazrQlI0rdMHrowgvaiFSF8XnESoaO7EUYRxIV58k9OAAWjq6GHLsUoe3ZZFR68ZFEXH8H1T0MhnZzXOumhfF1QLtVFeXQcfHqvU6T4Gzj/3bD7F2tQ8DAYDK2dHkDRKW/B/fqYGVVVwdzaSklHDouQAes0KW49V0dmnIFsiP/fMCGPxmADmJvnr442sajx2RQ3aovGK0SPpllRki6O3I6uercfKEUWRMSGemBXolbSCjdcPntNUKSz0TGWNXXSZZKZEjLQUjkCvDA5GAzEBniCg8ZbOjyYp2IOKli79+pKD3ZkYql2Pu4OAi1EkvaiZtbvy6eqT+cvXJfRZTrqlQyuaMBgEREsmy9PZyJ6cOp69LpH37p7C8ulhPJeaz56cem6aFMRtV4SAotJlkihqaOetg6X09slIskRCsCenK9pYNMafx+fGcqbiPAuStCjgrxP8EAUQbQoHB44NVjx3lK87Hxyt4BEL/tQW521rtv7HQKWL72uCIIQKgvCtIAh5giDkCILwH5bPVwuCUC0IwlnLa6HNb54QBKFYEIQCQRDmXewY/zSnrU9S9E7Qryc2eApwsAH7UgfxxCBPnlqcgLODgbKmbnJrtM72fGouE0ePZMO+El7cW8i3eXWD4mesUa8NNyWzIMkPRxGcjCKyJKGoUFDfQZdZ4ZkdGpbh+5Cw3n+lxtSvcRTZh3d7+iQmhI7A3VFk2ZRRPLMoYVA2dStwevvZKpa/fZyUszWDOsC2lTRBXo44GQSCvZz073Jr24nwcWWEqwOzY3zsiCOt2zyzJIF4X0cA2rpMvJCWT1pW3QXi6pd6/f9Tll/fyd6cRgTg3SPl5NV2kF/XyZ7sBp5anMhvJoQQH+RJt1lrg7dPC8O2JWbUdPLUl9n8Ks6PxclBbLpzMueae3T+oO9bNfxzstcPlvLi7kJeP1h68Y1/RMutbWfFOyf4j4/O8tr+Yn1w/kfT7fn1nezOqmenhRU9KdiLL87W0iMpfH6mhsL6Njr6FAK9HMiv62T528cvaNuCICACNW299Eqq3SD6/olqCmvbuO/KcAS0KHlpU+eQqRmA+ACtX2fWdLE3t541qbkUN3TQJ6tEWUD0yUFuFxCA2y6MbMfQaRGa/vA1CQHk1rZzFZrjJKL5SuKmcTg4OBIjxyFJEK/EsbdOIu+ms4AB/r24/+T+rRQJkdjev3LHqJ3EyB/wkhwCwJdEA89dcD3Oho0UGl4C4Gp+C9inY0GLwhUZwMvR/rezokay/WwdOy0YM4BoX2cMIjgZBBaNCaC2rZceScXJKFLbbqK5W9bvX48MWbVd9ClwqPQ8vaqWgt1rWWzKaM6LYjkHEVBs0qPFTT10miTKmjVJq8fmx3Hf7EheXzZJX6Aqika18cSCOFRLgdsbB0o5VHye0BFOdJokjpc1MyfaB0VR+Oh4FT2SwrIpo3j0migEAbolldcOlpGaXY+nk4GZESNwtDRtJ4PAv0wIxskocKayFUdRq+iUFQVJVrh1UggfHyvH3RLJnW6porUuxFG1CvnR3i7cNm0UoSOd9Pvo4SSyclYE8YHuqKrKf86L4W/7z3GwqJnPbdLMK2aEc8aSbfiqsIV11yewbEoIM8I8CfRwxGjj1x+t6MQoagGOF3blI4gC7987lbeWT0ZAi0q+cbAMVVWZFuXLB8er+fxMDSZFS6merWxHUlS6zAqrtueSXtyCk1FLc99/VRT/uTCBeUmao+Xt6sgj18QQMsJF52sbuICx8igmhXjxxvLJPHBlNKKoFftE+V1IbWVbhKgqKj19kl6w9gNMAh5RVTUBmAb8qyAIiZbvXlFVdbzltRPA8t0tQBIwH/i7IAjDlrf+05w2R6OoDz5WPJZtZMfWBlulfh/MVKSfO08siGN1Sg6yIvPWikk8tTiRU+daGG9ZTbyWfo4Ne4tIyayxG1ytodeiph7mj9HKsXslhc/PaFGw1m4z7o4iN4wPZv3u/tVYwqZX+br7BhI2hsGrr2qs5GlpdudV0NDFt/lN7M5rtAPzlzR20mHShpEHro5iZ3Y9f9qdbxcFtA7YZY1dtHT18enJSpq7+tibq+F/bKkp9PtgEc+tbTNhklXWpOZrUUdLRa0gCmy5ewpjQkZccA/z6jrYsLcIR0dtlDUYjZhlhXAfF55Y2D94We1ywgYkBHqwYmY4Tg6inbyXqqqcKm/h1jePkl7cQqy/Gzuz6nntQKld4HCEk4ikwHtHK9iZU09ZczcPb8vg9YOlQ8qi/VJsZsRInAwCMyNG/o8eNzHIk2eXJODuZOC1A2XcvfnEj3KPBQTMssKalDyyq1vJrm5lbIgHzkaRf5kQxNd5WnTq67wGFFWbJK2Tg9U+P1tDj6SQV9uOUYCBbtjWY5W8tr9M/0VNq4mUjGoe/PAsKRn9E6O1D8+O9dUH4p05DbR0mfn8dDU9ZpkDhVqaLKO6g3s2n0JR+6vm7CJvlsnxUFEzm46cwyhCdVsv8QHu7EcrEhCxRr5iGOEMo72eY6bzNmT1WW6fFkZiUjisbgFv7/6L8fEh/+5S3Bz9KajvZEakF2/If+a/pJs5Fft3ALwc7cfgLPbrdCLf8okdye/Awof2vqXAn3Ss27GyFHrsQVgUN/Vi0jiL8XF3RFQ1R1lRFB6fG82EUK9BYoNDmwj8ZnygrtVqVuwnQn93RxYkaQ7vutQ80rJqSQzyJK+2QyeL/f37Z7TCBss/69hX2WrCwQAfnKwhNbuecF9XzCo4GTTN0Pp2k44xkywN56NTtWTWdGAQNV65GyaE8NnpGkySSq9ZpU+BOTG+mGStivZvB0rZeryKPXkaN9pDv45kfqIPs6O9+fBYBfsLGzDLCunFzWw9WsWHp+r0+9hpUnjtYAk7zlSz9M1jPPZpNudaevBxNVDbqmEFnYwCkT5ujA9xxd1Bi/59U9jE9ow6Xj1URV1HH66O/XdseriXFoWVFf44P05fXJU1d/PQx2fZeKiMzl6JJeOC+K6kiWVTQ/nXq6IsxxK5cXwQN0wI1p+Nq4OIk0GgtKmL1Iwa1qXmoaoqS8YG8t6Jav7ybQnrduWxYsboYeeXgT6CbWW4rdkWIZY1d9Fpkilr7hpslxc1VVVrVVU9bXnfAeQBIcP85HrgI1VVTaqqlgHFwBDcO5r905w20cJQD1wgCXIpdinpN1VVScms4YH3T1PT1ktbt0RZU7eFiyuIPy5IoLqll+XTQvnw7it4ZG4MqqLaDa5WkGN8gDuyImOhquE3E0NYkhzIkbJWJoaP5Jv8Bh6b31+VKvf9V38ZfaNFQubEUs15K9WiFnH+blwd78uCRH8e61nNgi8SyV2zyCK1BNWtvWzcX0J3n6x3BqvlrBlN7MYwwrdPY/mMML2qJy27nmmbUucAACAASURBVOUzRrN4bLCd05RTo3HiHChsYFaUDy4OIquXJNhU1MaSFOylV9NZ9fZ0nF2gB4/MjeGqWA3nkhTkgUlSUBUVURBwNBiGdLr/2ZZb287bB4oJ83Zh8bggNuzTuJcWjA1ky9FKuszaNRY2dNEnyYwLsY+2tpoUeiWFZdPCWDQmkAgfV166SQO4iqgsnx52WWis/hR2pPQ8JlnliAVf8lPaQEqL68aP4r45EXSaJG6bEjqkBNn3scRgT1Zfl4iDQaSssYvb3zrGU1/mYBAFypt7aWrXUj1N7T2IgoiTUWTJ2CC75/vk/FgmhnlxdYyvniq0tfy6DmRL5Z2TUWBWtI/mVAHV53sviMYfKGjUHT8BLZXY2qNVWbo6aANOS5f2d5mNiLYtZUlJYyeyorL5u3MkBGmT6IZ9xaxNy0XgP3SJKy1DWcRf9ldQ3ibR0CVhFGHUCJch75koirg6Glg0Npjy5l7CRrryunw9RyyYp7Y++5sQI1+lRdUELdJmVWmIkQdE24xQaIAiQ5buzOUKf0ehEtinO3Kg/Z9huJWnT8wmUrxbd7a2Hq1k/Z4CxgygCIkc6aA5iyK4OZzQ9+XtvBQFOFzWP3HPivK2c0LqOvrYuO5F4t4czTumO1j9pVbYZY1mhvu4aNycFuWL4voOQka46OlWUdUimg4GgatifIHNZDss5b5vp7Dk1K2ACQOQEKjd87kJPtw3OwKDQURRVD46UYnOQGLZp6IouBhgQZIfDqIWeTWgOX6PfJbL7txm0otbGO3twsYDpYCKosjACYqcrffxG1Sg0yTz6ekqOkwyMlspMizl96bHkC3xRklWeXFPAX87WIWl5oPUrHquGxuIAxDk6URLj0KghwMCkFXTgQHolVUqW7pIOVvD7W8dQzKbWTAmgO+KG1k0NpAbJwRjklS2Z9QxO8aX26eNws3RQPl5jSgaYELYCB64MgIVeGp7Ls/uyKbLJLE2LY/0wkbGBrthkhSmhHvz4fHKYfkjB/oIZU3dtHabKWvqttvOVnJx8dhgXrllHIvHBg+1W6MgCCdtXiuH2lAQhHBgAnDM8tEfBEHIFAThHUEQrKvgEKDS5mdVDO/kXR6FCBezwRy0S0m/5VS38cwXWfwq1o97Z4Xz8s1jURWV2986RmpGDeHervTJKjdNGoXRwciW7yqobu3RRk61HyuyLjWP1w+U8uyOPCQVHARIyarnntnhrJgRRnphM7/uPcXiLxIR1oyAU6cA+iVlBtqWCbDaC/V5HzYfeYs31z3DEjIwAokcRkVBBVRVplfSHIav8hrsrj+ONowqJNDBs4uT2HBTErOcT1HkvJSVByYjbNhgB5q1Cgxv2FvEtlOV9JgVVEs0UVJUIn37w8a2AFzr/c2tbWdtSh5vpp8D4LOzdXSaJN48dI4X9xRoKxUbp/tySo8KCHT2KZyt6uCjY5UsmxpKpK8buzLrGG/BoYSOcGL9jQlMDBvJ0fILB4Lp4V5MChtJVlUrN79xlH259by0r4hpUT4XHTx+zjYlzAPR8v9w9mNgGK30OtbFgqqq1HdodA0NHSbufFfj2rtYJfXFzlNRVf44L4bypk46eiR6ZI2r65mUHERLH/B2dyQx2JM7Z0Xw3tFK0rL6RabfOlLO6Yo2th6vGPQYJgsOC8AkqZxr6WbR2CBunx7K5u/KdbyMdUFY2NBf9KICZhVy6jTnsb5dc9bSi5pZPiOMRcmBdlhV6yJrXZoWjVi1MEEXYx8X4q6d+w0r2eX2//TxKJfJzIv3RgQiRjggKfCshVZkMIsPdGfB2ED25dRxTVIAG25MwiDAizckXLDA0WwlMfIH/HvUXl67ez27bsgl965SwFqo8KhOFWI1W0euwPk/KTK8qztyRQb6iYCN8Im5W0+rnq1qJ9zHlYyqer4z3A9YSLDPryfPsJQ8YSlnDa/o+zpmhiLDUna130iySx+OYhXvVs/njHgL45zv0p27lbyojcdCB++zSqOKqanlqHwTCW9HEPfmaJ7Z/jXtvRIPf5LJf36erTtYTo4G5o7xxyyrHCtrociwRycxvsJYzTbDOmQg2/KMjQYDm4+Wo6rQp2jOqO6soU1Hu/Oa6JFhb04j3RLk13XpOLiK81v1895UvoB2UxqLxwYxytuVIsMr+n0rMrxFkWEpRrGc0xWa01pk2IXRCHcZK3jKoMmQCQJ6NTSAux4ZVVGA2nYTY4PdqOsw42iA2VHe+qLjb9+W8Oi2/+CY6bf88YtHSM2qp8MkW/RLz+tEu4eKm9mdVU+fpBDu7cIzSxKYHeXN4dLz/PfXWqCi0yQR5u2KUYQpoZ50mGTyarXn6+3moBMdw6X5CIuSA3lkXgyLkgPt4ArfU3JRUlV1ss1r42AbCYLgDnwGPKiqajvwGhAFjAdqgQ3WTQf5+bAnclk4bRcD/w3mAFws/aaqKgeKGmntldl6rIJdOfVE+3uwNi2P891m1qTmkV7cTIdJoqyxi5KGTsyywqgRLox0dSTSXxO/VVExmzew8sBkTqs342LYiSAKtPdKbDxYyvjM7yh0XspTrOu/+ym/siuRH8qMQJHzJu7l7wigvxanjKXIsJQHDk8n27LKfCX3V8hrR2Je7YW62ksjjhSwSJ8IZFS38655g35Mqet5fVtpzQhe/PIu7p0Tziu/G6uBOKhhSeo44t4ajVFeYdd0cmvb2XToHLdOCdWqTRWF/QUNqLKZtX77ABlr39hfUM+v4/1ZNCbQLlV9OaRHrR05LsCNmyYFYRS0AXVPTj1lTV3IKtw6UVtRVbaaeP94NQeLm5kaeqF4dnlzFw9ty2D9nny6zQpp2fU4Oxg4VtrMrVNDf7GRtrVp+SiW/4ezH8NJt+UDTMmsITWjhq1HqzCKmhxdm0UP9vtWf9kpgGTW8PDHmaz6MocNX5fYLar6JAV3Zy3RVtrYjSRJ+LsZEQQVyWzWJ4Q50X54uTgw5hIyA44GkdHerjqWrtcs60Nybk07a3bkclW0j769gf6uKAIVlpTVnBhfPjxeSX595wWwkMQgT1YtTsDZ0QACOjdjoKcTD/0qiqrmHv5LCmXjlSfYeV0Odxn+yJHSNhSgzLL/rj5pSExxWnYdW49UEBXgztYjFTy/sxBZhT/tKSGjemji4G8KWkgvauLhbRl8dLzc5puJxMjLAXuuOEnSLt7qZICFA85mELUWMZyUlwIvAKlsrljId4Y/EGhs5zvDI8A7FBmO96dizTa/tRzT1Qgf9d1BjvC4djwVPjX39p8PmoPbLkE0FXDoEPE7p2vbom1/SvkPYv1cUDhGrqCN026Ou3nuujFcHadlJE6Ut2vVtFI/ru93cpLdffo2r4GQkc44GkXmxmttwTZ4qb3dTpFhKfkW5yxXXKo7akXOX9jdxyLnLXyT30jV+R5i5Id0Khbr93mOT/CNw2oeu2o0Oxwe0e/7crRUvDjAZei03LdPTtcgc5oiw1JqW44AMNrbhV15TbqXMcLFSK7hK4xGyBG+AkBWwM3RQJCnI3NifFCB/8/eecdHUad//D07u5veQ3ogbUMqLfQizYJ0RBGUAz0Ldj3b3enPs3t3it6pd4oeFhQ55dQTBRQsgCJdakIIS0IgPYT0hGR3Z+f3x+zM7qaDKOjxeb3y2s1Ob898vk/5PFEBHiwc2YdGi8RHu0t4/NOD7DhajVEUsMlKSBaUtIBGi8S6vGokx+9eBpH1uSfceoWr8lkHimq0Z73tO+hQeaMmZaUW3a3eX+bWXaRthanNZuPRTw8oRUo9hCAIBhTC9p4syx8DyLJcIcuyJMuyHfgXzhBoMRDrsngMUNrV+s8L0tZdU+S2OizQfU7bwbJ6/r39OPOHRuOlV9zOfcN8uG5kLPOHxfLWdVmKW9wgIgPPrD2ELElEf/YntklXkn7soLbt7WxRqp90sN+wnBzmYfa8hjXZi5l66gE3cqbevDa68LS5QO9YQFUtBxfhS1yMmsGdBOoc3+3AZ49fzto9d4Lovk29y+cGtrNkUyFxId4cqWzALN6vrW8zTe7Ne+0yzVY7yzZ9iPREEKvf/JTn17/Advs8Zte+hVn8Dbke1zDG8032CPNYtnU09ieDsT82u+vr09AAT0bCV3+Bn6EaUSUSr393lBU7yxAccg5/nJRCXIg3LVaJN7Y6PdN7i+sxCNAitb+n6httGESdpugeG+jBihsG839T03/VnrYix8hW/ewMrgZS7SxwugUaaoeJByel8Ny6PCTZroWAegd70mqzc3lGhCb63FO4Esq4YG88RBgZH9BuvvggIwUnlNDJ4aoW5vxrOw+tOojNDv/3mbPhdVqUP4vGxlNwoutzkhTigUWy88CH+7FYLEzKiMDTKGrPRH5VI7XNFr4xV2nLSLh7WdSnxBTmw/jkUCRJ6lC5PT7Em0np4Tz52UG+zFG8gutyT/LKpgKe+/Iw8SHevLbpKI99lo3VJjGtn1PiAkDUCZ3a3ykZEVw7PJbdx2owiAL7yxod51X5NHa4lKJZZ7NLvDCnPw2t7oTQLL7jRsw0cia768d1FFJV7aJZzMYsrkCvh1BasdlghFSP2UEaAI0Bt/Xq2WzKfmv7IDg/1S4RxUTg77C7ybnX8ETYB9gEsKjzi3C8+lnM4ouand4rvcPx6ia+OVSlXU9YSF9pBVjV/V7ldi48jSJ7ixpottrZXLDEJSz8qGOOVZjFD9yImZswstX9nPWXFjJvaCy9g32ARG276vHpgQg5j5t+mEL5sCswSSI2q3pdriHQ49sOr6dFArPnYvQG2GL9K7CCNdWzcK0crmi0YZIudly7i5Uf5V3sFq7mwY/e1gpMSupaiA70ArJ5ZNcYalv20WqHQdF+JPdyD9Xb7ODQ/UXUwW1j43n92oFsyqvUqtq/O1JFXYuNj/aUuFVYq0V2bYt14kOVorv4UG8tj1yWZSanh3Pt8FgmpyvPx5Nrc1m25ThPrs11PGtd5wAJysP9BpAry/ILLr+7lqzOArId3z8F5gqC4CEIQjxgAnZ0uY1zVfXm4+MjNzUpRk+SJF77roBFYxI67AuWU1rHrct38+r8QW7koiuoTZ2PVzXx/FdH8PcUmTkgmne2KSGN+y5OQicIPP+lmcVXZlBa34Kp4ksm5j2svCgAg99FWBu+VRiV0gkLcNEowkm61IfBFTZA7PcWuv3Xd7iPEu1Zs+z4XS87tmF1mWjo2HNnsysrchXO1KsrczVaMo5Se7TRJwY4DCjlLQEcXLCTI+9MYrK1QNue3fGnb3OrqEroNruSh2MTwJC1HH6YD0HD4bbVYDA4F3gmBiwOcjPxMRjzuw7Py9mCmqxtl+xc9eoWWhzvjT4hXszuH8EL3xxtt4xRFLBInT8TgyI92V2mhOyuHRLFU1cM0PKLzgch4bONuD84i2cK/zLFbZp6flMj/MguqWXzkZPcPCaetTkVPL0mF2R4eGoq0/pFdXtuVBKi5q0dPdlMfIi3dt0MKPd1kI+Bd387jPToru2AShyPVjUzJTOCQxWNpEX6s2pPMfes3N/hMhHeAuXN7tc+2l9PSb2NeycmcOfFKQiCwKq9xdz7wT769vLgYGVrp/tgwPmY6VCeoamZEbw4dwCiKNLa2srcpTu4KCGQFzd1HGpV4aWHUzbw9xR5alYmCSE+/PbtnSwc2YfYIG/+9Gk2tackPPUCLY5Eu0lpoaRHBvD81/naehYMj2X9wRNckhrKu9uLnes36PjwlpEdnteckjrmvr6VhlZJk90AyIzw5kB5c7v5VYgCBHgbWHb9EPJKa7j/41yXqV9gFt8BwCQFAhMxix8B7l42FSapY203fRuDqJI/V5LXFh1579z+d7lVVY/bYO6ivmU4/p5N7OIm5zRXsgmYWvtiFvN4h/48Kd2HDj0O84ydTzCLKzFJc4CZgGKebx8Tyz++K+KaIZE8fmC8851iA5O0Qglp6t3Ph9vxO94TJskfs+jwdBvA5hGJvrUCvWzXljVJoZjFKvQOs2wDN1KnbjdFWtGh8LGnuIEDhn8p/ziWswlQZYVQ3K+TSfLGLDZr+6kej0G3ioPGD7BhRG+1KO8QK5ikd1HlZmICjZTXWTrMGfUy6JiYEsbqA+U8eFkyt403aRzi5tHx5FU2afY4u6SWG5f9wNKFWch2mflv7mT5b4eQEROo2e3P9pdy7wf7eOHq/gDa92n9othfVM3He0p5ZEoqh8obyYwPl2Vra6fETRCE0cB3wAGcNUoPAfNQQqMyUAgskmVFHFEQhIeB3zouxz2yLH/e2fqh6+jdz4bP9pXy3BeHifL3ZOag2HbTuwq1qS+Oti/Ng6X1PPLfbKwOJm6z2Vm547hmPP+xIV9LFt5VWM2KXaX4GBN4QTeVCaymVhxBr4ZvlRPUxlWvtW3B8YBb4W4DvNhm30YDDycMY9qsWmXfdu+GT8e7jaTVq68+j2sZwWTrVoV4GdBuaHU31PkMXA58joxCmJCdxFEjfI5QgojTsGhQjwlI1n6sQ/9OMpMd21ahc/y1NYTaOnXOdVt/mK8UYNRsg6dDXTY4BIbeBDscg48NT0Pm9RDYvlL1bEEdQV2eFkZWXBDfF9TgLcKxk6f4ZG8JnqJDDd3uPLedETb1BVxQ7XxJf/hDKVlxIcwcGPOrJGzdQc1BmzM4iue/VIjBsRO1rM+t5rrhsfxQVM9zX+SR2Mu308GWK7G+Zul27DLoBBlkuHlMPJmR3uwsada8pLVNVmw2m0byBATSotoT5uySWua+to0mq50dR2MYGhdCaoQfhZWde0TbEjYfg46SeuWmL69vxW63K1VxlXWIOoGaZmtHq9HgOlW13qsPlJMSkc9t45O4cfke9hTVs6eo+5CymsY3Mj6Qxz7N4U9TUmm12Vm83oy3HkzhfuwtaWB8ciifH1S8GUGeBmJCvDHqlOWNRpGZ/SMQdAK+ovuxDooNIDWy4xC/jKzYEAdhiwsyUFhjxdPQ9T2vpHsIHK1q5sk1eQBEe0NJM8AkTNIkt/lN0my89HXssN2K2sxJtTVmcOjBoZEYFaoNbluZapKU5VzhGoptF3bVjtcx1pRdwrG8hOT5knIeXNfnaNxpEyClJR2zmKPkiLGPBSxwG+ybpNEsBsziSmAlJqkvMuO4e+dr3K0H9oLJ2guz6JQ7UTxuzn1XiY+CdZhZ5gyLUu92TPrWMkdVJ5ikR4E8zOL7bgeqvt/aEsJDntdgarkdGOX2+07ecpJKx3mrAiJcrpPzmjV3QMC/5KDwgRJmFizYHOdZr4dFrOY1aQYAxbUWhsT4sLO4vTf7lNXOxkMV+BpFRieFIMsyhyoauXVsknJYjpaNKRG+bMxTKmmRFc92wykr+VWNZMYGaTZpSkYExTXNbik+qqD3ne/v59X5g9Dr9YrAMl0belmWN9NxntraLpZ5Gni6q/W64rwQ1y2uOYXs+HSFOlruSKOpbUeDtrk0BVWN1LdKWGyK7s24vr1osTuNpyDI2FD+X7GrFB3QZHmTCawGIETa6sZx1JvOZoNm0B5o9RlZ27KCLPkDPp+Zg/7RWg7dWEgLK3l6rbNvJYMGAbdgAxqt8Lr4ohbOHIUX1cBktjpvdMdfmh2WGNKwASmtnnw+Mwf50X+TIz6qjIbUZDirix4S0GzwYAIPIuEkezaXfVdRZ3MSwwRcjJLcJtzaJpzhmoMC3eXw7VQIm+CYw26Fv8dD6T44XW9vRYVShfvRHR0PPx1Q8xOeWJOrqWs7JJ0I9hKxSM6XYXdhbPUFHOzjZLOtdrj3PwdYsin/V6vT5gpVaNdms5FdUovVYiXYYNUIG8AHuyupOWXjxQ1H+fbISfpF+XeZ16jms27MK6ehVaLJItHSaqfBYuf5r/PZqbzhtRwfO3D92zvZW1jFta9vZfarW9hfVN1uvUdPNNHk6NqxfHsxd32wj5Xb83l5Y3vvamdocuncvWJnCY9/msPq/WX8/ZtCLJJM46kzK4j454Z8PttXyu6Ck93P7ECrog1OqJ8Xtc1WkGH5jUO5/9JkBJ3I3pIG9Dr4Pt8Zas0pb+DRT7Kx2B32wCLx5pbjLNtynA/3uOcFZpc1kFve0GFCd3pUANeP7o3NDslh3hTWKE/DyUZLl/tsk+GRKSlMyYxgRKIiI1LSuWMOgFO2ADIltWDhNpcw6QBtHpN0o5sNcu156jqwVD0+qt0ySVe4zeNc93CydOo2V5AsvYTVCicEhcSqeWwechv71uaRP+QgbCr0eoXUOQsqNvMH19wzMQ+z+JqyflEhxSphaxcCRd1Xk7Z+s7iszTR/53lx3JqqqLFZfByz+H47Yus8B7/H5Mi1U0PQZvGfwK3As1rI1tPFUqrrch2au4ZhrzCEuoe19WAW33JuF9y8im/Z3UP2roQtLtCAv4dCV0QBnpqZyQeLRpAZE+RWwKTqsN6wbBdLvi3g+fVmTVg/MdQXP089iaG+bve52ks4t7zBTcutrbNoWr8oZMnauWv9Z8J5Ia6riryqn66ETL0AB4pr3JTZ1TyVztpPTcmMZHJ6LySgVZLZmFfpluQb6mMEjjpGMlvIE6/BLH6pPaDqfDaZdjeeNw5j4TAKsuM9rkhgOBaUFWK6YFgf93177K+snZFNf2kFEZPG8tSgzfBwFRuM3oThbhSSW1ZwV+KXWOUVnBjwOtIfKhhlWsVlqb34ZHcRV7Wm8CrXtSNVJmkFzfjhL7fyjaMKSgttOnoEqrkiWCFEdHrW2o6icGlHo7WrkRZr+2jrwNnQJQGS1amiUqb03mwoP9DVEu3xqsM3eOBdeHtGp8RPVcAe1Fvx5v1mWCx3jXW0BkPUwr6ng5Jqi9ISxvG/p17gjc2FnVbe/dLhmhe5ZGM+z35xmCdW53LD27uYvWQ7+yo7vtrqec0rr3Wr9mxLCtQ8qv1FNe2W7QzVpyRueHsHdQ4plue+yGtHmqMDDO2We2rt4Q5DPj3Fe9uL2JF/gnmDlKKW1jPk6Ta7naKTTd0OFNpiZEIgYX5G7DIU1TShE3TcOi6RFTcNZVJqCDY7pEU4qzkPlDYS4KVcQV/H6bBYrIxJDGZWZi+3dWdE+tE3zKfDghJBEKhuUs7c4cpmPB3GsSddMo6fbGLJpgK+PFjV7bztMVojUvCgy+8TtN9N0u9diMdfMUlLKdL+FzBJqY7vqcCVmpfK1VbCXdS72LFo/0gyhX9zCf+in+4lxZOn2kWr8+8vtqR2RBHcB7Vu5LKN16nDQTAuttkFyjFcCox3yXlznTYPWKKtV++SWqNMfxGTNNe5LaBe8MEkve44B/01LyGgeb/MYh1mcW+HBFLbZ4P7/tts0LdlHB9blWte1OYcaX+uqUV6yNG9xD5xPqDce8ptlofZ4xoKa7Opd+RFCjKsP1iGuaJeKzhQhePtsp0/Tu7L0gVZXJQUSqCXnkUXJZAW6Y9Op8PLqEen07kVP0qSRH2LFUmS3PqBC4JAaoQfn+0v1bzs58Po/JyRNoOo08iM6Kh2Kqtr1XLRbln+g9sF2HzkJM9+cZh7Vu7FbrdrLFgn6DpsP5Vb3sA3h5xu5hBfo1uSb1mdBbP4sOPG/If7Denyl2n5m8M4eHX4sLVa4Y8h/8ZLVMjhnz7L4WBpPeaKeqX/3eYCpaehC6b1j+Zvc/uzt7iBZVuOs2RjPm9lfkSlul0bmKQ/kBBspN4Rgnln23FuWr6Xbw+f5P6Ps3n4kxyabTLPt1zKAOk2ZTkBXmUiAnB/8BtU2XxYyCNaeb1WQSS3H4XaXL10VrQS9QaXafcYnkPHCqWIoc0DvNPmPGftvG3X7XP5R4QZGwFJIVrT34aIzM5uk45x62Hn9+LN8OZlCnFzxcmT6J4IYtp/08j69Bq89TZCrE0s2j6ONCGb5BAPMiI716bqDClRvoosg+P/ccnBWpLrrxFPTVcI8hNTk9h3XPEMVdQ0cs3gyB4RoCMnW3llgzNI1bZSPC1K6Yu7/7iTtPVkvS5RavYU1blpCtrtdh5a1b7atbHraGa3kIDlO0v4cG8ZNoc8w5nAaoe/fXWkTSPv7rGloJaXvlY0Hv+5sYDfvLGN1ftLSY8KoMwhDWIud5cPKapTDlo99vV51XyXX82Sre6etu8Lanj926OdpqL835QUknopQcsWhxGtbu7+BLy0IZ/n1v84stw1+rsQu1jAm4u0/98DHnF8f0Rbwp3ItUdJvZVWm8z0/lH85YqJHJq2QylQsMOjHq+Q4lj/a9ITZLCC/rr3MbVc50aIOvOUqXAlObSZ3yyCSTK6ESPlDTIbs/h6B9633wLTABhmuLcdgTJJ9wC9gOnauXp19DYKFu5jWG9nUY9JSndbznW/2q/zOScBltvuzxzyxI3aspGASZqveQDbklnXc+Cvt7NPvAsAmRzM4uMOr9/jQCFm8RpsKB0z7lm5n0/3FmsFTEvmZ2l8oOBkE2lR/tx4UQLvbFO64KRE+LJgZG9SInyRJIm6UwpR+2hPCc0W5fNbR0HDt0cUwulaTXqwrB70Bo8Ob5qfEecsp80qKb3d0qMCiA4woAPe2XaMmGBvHvs0h5vGJCAg8Px6M6/OH8TNY+LZWlDFmn3lpEbkc8tYRVHZtcemG2Qllq+iuNbdlS/xZ8Bx0zgIjM0GNoOO1JZ/4CEGccf4RFq+OuJY4g1MUi053IYRZTSkVc2UOMl3Y4uNvPJadh1TXnAWm1MHxhUltaf4+AelcjGvspE1Byr4p/59TtmchvBYrYX8aud+D4r2RRDguVnpvBbqzctfFyCKIMtjGGAbzbi+YfgaQd5TyfcVNoZI/yLEKJApr3Ak4b+OmY0AmKShgB9mvgYgUwAP3qdVkLkiVOLxE/NpxIPB0kuAH3YJfI0C8cEGTNWLMXO/Yz3xqOF4L53IfxYNJ2Pp3cAnyk5P/hLi4iBhIhR8DUiwapzjiOzwwSz4k5Nc9wjh4fD7cvirw+DYTkH+NxA9QIl3bnwdvv29dtZjOcA+eQHsUwzDauMzPNMYw5HKnuTTe9oddQAAIABJREFUZWMWn3Ec64MYdSPcpn5x8CTeRvF8GID9JJgzPBFvH29kSWZ9nvIsrMurZl1e+5BkZ9h7zOll6ahS/DtzFRWn2i3WY8SHevLUZwcprm7mlrGJfLa/lLyKzqUofixsZ4GfnwmJkXF6sVtsMjabjT98nM2xqiZNeuOki/vPxUHUDoEGqG1DYiP8DVrVtyvsdjuvby6krKbF7Xcfo46Gbk6Gza50A/DW66hpPV8GNo847HfHyAj3YmBcCIN6B/GYQ7vv4Wn7eWRVLrP7RSFtc1act0oomhZc6vCEAdSQy+1uL1eTNBYIwswnmKSZmMVPOsypc+anWdyKEIKA3dyNSboZM6871jkKuN1t36tbBjM+4D9saLzKpXihvcD+i18X8OrGAk65efQexiTtxsxiZhke5FHrswzAnXg6Ee3Yh2sx857j+5+BPo7vHph51/H9eSASkzQZJMVT9OfpySzdWoT5xCl00nHyxD9oa/bGwpvitYxBdsufNvOQ4/NeMECV1YePildjHxDD6gNlTM2MRBAEzesG8M6WY9jsSkeTNdnlvLDeTEyQN7uOnuSUVZEbeWRKKjXNVh6ZnIogCFQ2tLBoTDyyLBMX7MW9l5iYkhGhSOnYzn149JyRNtc2Vk99fhg7EOClx263U3PKxtLNR4kO9uLVaweREu7Lq5uOsOdYLd5GkXe2HiMqwJNHP8vl3esHIzrilK5FCXbZ7mawlO8Si8TfKHTD4B5PV0dHWO1AIK2SzN+/OkJaLw8OnlCvUyDp0gq6giTDw58cJDnMG4DkMJ92RvCzvSU8+8Vhrh0SrYj0jo4jJdKfNzcXYgr1Yn+5Esu32RU9oWabku/wxtbjNFlkln5/nDc3Fzq9WoKA1Q5rciq1bai5W7UtMndPSOCFrwtQRC/dBZxN0g0AxAQYGZscyns7S/muxcsl2dWlWMKOg0RGuU1X0WKVyD/RSMZjy9qfmLnvwyuXQu1+mPG1QtwEA9zVNlW4h/DygrsL4cV4GPUAjLpb+T3nv8jf/l7ZX8esetyNjmSDbFsMVqmrF/sLmMVdyvJaYu2zmIqdFU4KKtkn3cOSzZ/Rb95FZ3Ys5zHUPn4/FFSc8ToOn3Aysr7hPlyWEUbfcEULL7ukln9+c4b3gAPeokBVo4Xn1h0mOtCLuODT96CeDs4Heu4hKoTBZpFYn+OUdfIAVGvV2X76GgVqLe2n6sX2rwO73c6fVh1g+fbidmGZlHBvyo92T477hvlwoBvJmHMNV4KbXXGK3Mpi/runFIvNjlEvsutoNU0WiQ93FZEU6sGRqq7e3UGkdvKeUCpHwSR5Yebf2u8qwWq24XAKJDnmm4WZ/9KAyCDpRcAPkzSuy2NptdoxSdMw8xkmaVqH80iy0mi+PQYptl2Cq1gBvKEN7FcDUwGTdJXL/FMwSVM6WM/lmKTLO9y2HXjuqyNUN9uJDfSgvK63G0EFGI/s5tnLw4+p0h8xo3QX0ssQoW/i+gNX8lnMJu5ZuR9ZsjNjUCzT+kWR2MuX1Ag/4kO8OVrVTFqkP6kRflrBQYyfgfd2FDGzXwS55Q18m1dFbnkDdknpFTurXyQGo4Ebl/1AqyRzkakXGTGBwLkPqZwz0qYqj+eU1tHLW9kNA3b2OMIkaZF+PLP2EG8uHMKaA2UsXq+M8n8zLJY5g2NZufM4daesvPZtPruO1/HGwsEIgqBJgxypqG83ml0kruYPLjF7LVzo4v41SX/X5pfAhbD1HOOTQ7hhVB/m/GsXC4b3bje9qEbJxj1a1ciiMQlkRAdyrKYFg17H+JRQjbT5GpxhjWg/PUG+XuwtaaC8vpnpA6J5d3sRVrty3mydjBwlGdZldy9GWlxn4f2divEvqnU/ZoMIBp3SjueL3M5zU3w8RBJ7KTk17ap6jUa4Z6Nz5oEdCymfFoKC4DH3PnKkz6J43yEijjxL3mXfIay7lGROtUu0e7dyOqkMAofHUGmV4z6P632h3ie5LCRVuhuz+De3+W7JmwachWM6T/Hk2rwzXtZmtWmtqV77toBlW44T5uvB7ROSKahs1NqInSl2lzRpeXCSJPHdkdPPn/ICfoSz72dHfKCRQycVL/yBMmd2f0+sVWMHhC0pxJPJmc5Qmfr8HqloYLlDGqTt2+pIdc9s44GypvOC6HYFDxFaXGyoJEOjI/5tsUhUNyrHGhXQMWEzoui3qVBVCjrHNBdClY2ZZzBJDwEZbea7qg1J6h7NFgm9MM+R59Y5RsQFsKWwO5t1gzawBzhbIk1Vzc5erSpM0gDM7AXc38uKjEgDZvEhx3xTMBvWUGX1Yev41ZTWNCMDPxyvYdqAaKUnd1UzplAvXtlwmO+O1BAX7IWgE3jju0LGJIXyxtbjSHbFEZIeFUBdi43NR06yNb9K6Rz0lZm3rhtC30hfvj9STX5Vo1JdrRPbJ8v+zDhnpA0U/Z8Fb+4gK0YZdedUtpBTqYzoNudX42sUsdqs7Dh6EhGFRH2ws4jqJgsbDikj/3U5lXga9dglOzpRx6vXKqHSp5ZtIlf8DV+gjA5UdBSrhzbhzh8BHXBxajjf5ysKzs98cZiU6CA3b9tFpl68+E0+W47WsfVoHTbJxisbChiaGEzvEGcisWsOTlGdjWN1DcSFePHI5FRW7y/l3e0O5Wh71wYip4exp84iBgICMwZE8t7OLoWamZoWSsGJRtKi/Mktbzhtbb0fjcZG+EcGMR5K2DN1x0LsnOpQtgUgV9wNuJfUq2ibb6Eu56m3Y+ZvHeo//Zrxm2G92Vuc0+n0y1KCCfTU88HeynbTqluV4oOM6EAi/RUpVvWzmwr6dtALtNNuGtLHn62FSvJyeb2FqC76aLaFCIgi3DQqlpe+Lep2/vMFR052Xbl5+utrYcmmfG6fkIwgCFpF3lWDIjtdpriuZ0mCXYVpzxe0tDF+bUnXrkIlHeDIyY6JaturcXrumIwOIxdnAh9HZKa78y1ADwjbz40HHe9hRcoElPOotjFTYWYNphblfF17spU5g3vz0tdHWHOggsFxIfzfx/uot8iMTghis0M14P3tx4gK9qGm2UJBZRM3jYrjq4OV3DQqjtRIP77KreCGkb0ZERfItqM7uXdiEq99W8B35mr6hvsyOT2c174rQNDpzzlpO6eSH3lltVQ3W/nysNNbEuyl1254i03i0VU5LN9erBEKi11pit6suk5laGy1sW7fMWb+43vySqqhfD9vt16Hpx5mtkkIbVv9YpLmOR6Ys/PQ2IEn1xzipW+UhGHVLesGATx0MDIuABnYWVhNqwzfHalm5c6ORTbtKC1DCk+e4o2tx9lb5CxukGQlvPlToUWS+dbcvffi/T0V3PXBPlbtLT43baz+kQEtNVBXRotfPGuG/gdTyxw3J1sDnScLt60Ea3vPqGiXmCtBbvK7P8MBnjvMyurNsD4d9ZmEUQmBLFk4nL9cPZjfTUzQflcdlzrBqbZfVm9x+5zaL5LRCUH0BMlh3rx/YxZTMsK4PM0pNLC3uAEvvcCC4b1ZNDaB0jrnIKUjC6sDJqf34u9z+nH46Un89/bR7DiuvMA8zoseMd3jdCtPe4J/biwgp7SOnNI6UiP8eGBSX/61+Vj3C3aDcx5POgNo0lCOz6oW2e3/8xVNPSBscL6T6MsAxc4a9cq1aF+48BoAlbXNHD3ZjMUOrTaJuGAvEsIUO2V1GXXvL6lhyaZ87LLSQdVqs2KRZKw2K0+uyWX38TqeXJOL0WgkxMcDo9FITKCS4pRX0cjr3xVy06g4ZPlnaOXTDc6p5MdHu0va/V7tkhlpscO+0p4lFL++pRSbDEv/uxbL23P43ip1WDbtlK1QK4w6jvn/GLRYbKjalfuL69pVjxZUNtFolQn08UAnKMKWKuz2zu+JY9Wn6Bvuy40j+xDq42QSOqCq/uyOvNuiqNZCQA+9Sx/uKiK7uLbDLgFno7F4p+u4Ixs8g8iZ+wOjm5+jT1QQ/WPmY2p5hWYb1Ng8GSS9hklawWxiO63gUivFwP2e6ay8/3r9n0mbM/mMj+eXAJ1OxxiTe/uopBClkOrKrFgEQUAQBOJDnQOUickKGRufHKoJty66KIGFI3tz0+g4Pt1XQm5ZA1sKaugOEX5GDlc28+LGQtZkV/JVbhVGQUmX+POsTPy9jcwZEosoitw6NonJ6Yqkha7NW9ZTL/D3q/vzz/lDmDlImT89KoBKR/Vlqx2u7K/0f/T5hRC4s4WrsqKx2+0seGMHB0vrmdYviken9j3Xu3VOoVoYoc3/v3RE+Z7foQKT9DQ2G1hs0Fd62eV9rVbYbsIsXsP3R77mWJXyfpXsMoUnmymqbsZDryM50vle1QkiBp0OXw89ib38uOmd3cjATe/s1qRrJElyy7mdNiCKa4cqvakj/Y18nlOBIHTQsulnxjmV/MiKPXteGLvjaTooh2NprWF8h161h86qV60znJKgT6gSorFI7atH1Zvsm9xKpmRGcNJFWf2H4q7VJ/MqGrnurZ2s3V+s/aYTnGX4PxWCPHXU9XB4/31BLfOW7tBkHVxxNhqLd7oOX1/4QyH5LVDbbGFDXgX7ihtRC0gGSW8CfsAzfEQREoqad9sS9JQWb0zWF130jZR7JrmNLpReDw14srmlD699V3DGx/NLwa3jk7jvkkTunZDI/RebeH7OQF6aO4AZA2O0eab0i2R0okLWdA77tr2wVpPkOVTRyLrsSl7/7ij3/Hsv5sp6YoI822+sDcobLBh1kBXjz5T0MLw89Ph5G5k7tA/TB0bz8JRUzaur0+m4LCOKYG8Dd05MItBLZHJ6GAB3jk9i2oDodoOJUIdocrS/gQWjkonw9+T920by9zn98OqhlRSAi5OV0PyIuADuvzjp/Gg50wMYgA15VWw6XEl1kwVzpdK7cV/Jr7On7unC95y/qs8uSht/Cl/t2UQ8JmmF0rOVEO1XkzTWbeC8T/c8VU3OY4nv5cOyG4bz8a0jeWRKKpelBjMmKZiVi4Zx49h4fIwigk5AcLwvBRm2Fyih7+0F1byywcyyLcddZIqUGIEgCMQFe3M+0PYemSNBECYJgpAnCMIRQRD+0MF0QRCElxzT9wuCMKi7dVolOx/vbe9pO1NIlGIWr2G1+Ed85dYORQ3bJ3n+dDBXKSGaiX17kRrhp3mH7HY7O44pnoUWO6zeX+7WeLonoYQtR2vJO+kkeh31ZzvbqGnpeZBjRHwARlGgoLKxnTfsbIRNu1vHlIwI5o/ozY6jHctSmMVs9DJ46JX2K23DoBJLgV4OsuYUIZWBlNAhjlHfaw7P3YvodQKj4oPP+Hh+KRBFkTsnpnDXpSmMTwvnzg/2kxjmq5TCO3CoopG88kZ8jSLp0QEIwG9HxWnXyin5oQMBREHHurtGEuxgRmp4MsLbuU5vPYxKCMKgF3lxw1E2Hq5Cr4NHp6WSFqU0hH5mjbOh+8GyehavP8xjM9K5bYKJ924awcvXDOKleQO4dXxShy3HrsxSiOfdExLJjA3ijesGkxEdyIyBMXx4x2juHtuny3MTqFfujyCHmO1Vg2O4fWIyn9w5ijtGK/IIE5L8mZj0M+V3niaswFVZkdo7SbVX/aM6bm31v4aGcx4UuwAFixz29z7HoPo+rsyKxsug45lZ6WREB5IRHUh6dABf5FTy5aFqrsqKJb+6lfd3FPPw1FTSowI0MeV6q1KEAsqnqw1Zvb+U93aUKHqH1U0UnGzifAiQdzsQFARBBP4JXAIUAzsFQfhUluWDLrNdjtKd3gQMA151fHYKo16HKdiTkvofWwpehFlUJB70BuiLkgit16vhsD9g5jFM0mM/cjunBxklp2dNdgVpmwoY2zeMRe/uYmJaGDsLat3ms9vP91HP6WFXYR06ncDTnx8iMdxPK0Rw7Rf5Y2C329l0uJKUcIUwtO09u3p/Gcu2HCfcu+PlTVIGZkM2khVq0NOEjT7atIe63PahKjUM7efw3IHNLvPhnhIGxIV2vuCvDJ0R57RIf9767VClI4jdjiiKLLooQbs2aVH+vHHdYJJ7eVPZ1MLkzAjyKpvw9jByw0WxRPt78viaXOJCvSg/3oBRFLhqcCzvbDuOr1HHb4b3Zl1OOQ9PSWNaf6URfVvtt7RIf5b8Jku7J9T7b3r/6E6P571dxdrnnOGJbsUz6VEB9A3zYfuxarYVKp4nU6gXU/tF8rdvChiTFEJpdSO11a2sPqDkfu4qrOGKwXFkRAeSFtmP5NheTM2MRKfTIcsyi9fs45+bz96g9Wwgp7iODYdPKpV4hdU8/tkhRiX++gcjF/BLRBYmaQVPXh6PKIoEeBkxhbun49hlO7KsfLa1CeOTA/jqcB3jkwOobJAACwaDkZoGRYuwpqGF+BAfbV0Hy+oZnxLB+eBp64n3fihwRJblAgBBEN4HZgCupG0G8I6suFW2CYIQKAhCpNrFviPoBIGNhT+GsOU5VJKdeUjISnUZQIvOm0HS31B0bXoWDvXTQ4MN+gSIhPl5dtis9nSgDs5e/uYw5XWnmDMoihe+KSDSR6SsyTl02378/NYwOl1YZUCSifL3wGq1smpPMQmhPhytauLRT3OwI/DeDUMdujenjyXf5vPcOjOyLDMuOZwblu3ijYWDSY9WXrS7Ch3K/Z1Gmh/C1NLZtDNDqPcvJRB2dtCRCKv6e0Z0IDmlddy0bDc2u8xFyb3IiA50W27V3mKWbz3OoN5BTO8fzWsLBjvDm3qRB1Yqpf+iTmB2VjQD+wSiQ2BKv0iuHtrbjaSrRFDz5nWyb13hsSlpXLV0J49NSWsvVwPkVTaR7RCw9dALPH/1ACSbxD82FnDvxERueWcHoOTEAW7N5FWtO3BKaZiiQhAo4b6LTYyID+D2FT9Q3nRuXwjZxXVY7IomJLJMXYsNi+WnzZW9gAvoKfr46zhWb3fTTvX38yc9KsDt+VcRF+KNUa8jLsS7nU14Zf5Qbly+m1fmD+LVTUfYX9bIxLRe7DiqOFT0BgMITimXS1LDkbrIN/850ZPwaDTgWgtfjCqHfHrztIPnGecJ2JT2Fi6J43ocxA0gfBgej5Tw0rwxPDy+85J1V1yeGsr2h8YzrX8EX90/kZW3j2X1naN4bmbHrU5OB6ds8M72IlbtVUbzFU3nx8X/qbGnuJ6r/7WTuz/Yx+xXt/DAf/bRbJFoOGUlv+rMFesvSupFgJeBi5J6afmCMrLmyQvz+/k7jWzL73nz7/8FpEX68/CUFAyirkPPamKoL4HeRhJDfTWDqhYzTOsXxV+uyMTHoOPPszLIjAnCFO7P4i/NHKpo1OZV4br8mcJgNBDq44HBaOgwZzIt0p+nZmXiYxTx9TAg6kTe3Hocqx3e3Hoci+ORVg3qxNRe7TeCMx9TECDYx8i4lDCyEsNZev1I/DzObeJUiyNZyGaHEw3KS/Frc21Xi1zABZw2enqXT0x0J2Gzh/ThpbkD+OTOi5iSGUawt4GEMJ9On/+P95bRarPz8d72viNz1SkKq05hrjrFhJRI/D31xIX4c98lJoyiwP2XmtAJOi0aWlxzio/3lPGLCI/S8V62HRL2ZB4EQbgZuBmgT6CO5R5/5crm36Hw2Z7jEXG5kn8kqP0u/THoWsib9j11q24iYNJyMhyj2+wQH7w2liGgJOu7ZmZF+emZmBbBo9PS0TsSml6el6VNz4gOJD0qgLhQL+Yv3d0j4cquoLak+iWWwJ8pdNgZGR/IFscIRhSUDg1FVU2s2l3MtAFRbjlRPUF6dABPzkzX9ODeWDiYtCh/9hdVM2/pTm4c0e144azDz/N/y9PWHQRBYFr/aBLD/DrMPUyPDuCdG4Z2OE0QBKYPiKasoZVp/ZXqLVmWNQ3GnwJtR+ttQ7+CIDBjYAxJ4X4ICKRF+fPCVf1AgBeu7Mf4xVXUWGx4OORgyjqp5lbDyn3DfCipa9GqahHA26gnI9JH05xT4QmcZcdwhzjpspGjFbUEegrU/tQVThdw3sG1q8ZPgc5cFmKbaVUuvW1jA428t6OUpQsjMVed4uV5WeSWN3RpDx6ZnEJNs4VHJqe0m5YS7svcoTFais2TM9N5Zu0hHrq8L8E+HhgMBlIj/RgcH8iWglqqmixcmRXDU2d2yGcVPXlbFqN04lURA7RVWe3JPMiy/Losy4NlWR4c6gVZ9n28KT6HfxtxpGG9fQn3M/LXGX3dqnZGxgfwwux0FguzaRGUC2zzjsWTerBbSPh2AfcZ/4RgdHpa0qMD+PDO0eQ8M5kjz1zOA5clE+Zr4MHLktn8x0t4clZ/jbB1BEEQGJIUyaE/T+bFuf0J9tKRGdFJstQFtMMpGxphA0VTbuuREyz+6gh3r9zHp3uKu1i6Y+SWN/Ds54d4fHUOv31rJ/knlDyj178roNki8cm+8rO2/z3F1vzuZSv+19CVB6w775jaJ3BNdrnmnfox3tnT2dfO9k0N/aZHK9MMBgMvz8vCYDBwx1hFn+664TEEeOoZlxzW5fbWHijn+XVm1hxQvABpkf48PDWVuBDFthh0MH9INALw9Ox0fjM85mct9TfX2s8JYXtycjy9fNx9MR6iwPyhMe3mVWVdukJ6WPeVySoWDO+Nz8/k7AztaUmyC87k+osoxT33X2Li7nFdF9Oo+DGErTP3y8Umf4IdE33avG49dOCp1+HvredvV2UwIk4JY6ZGOnPKTjRasNlljp5o4oa3d3GwtHv1gcMnmtlXVM/hE+3zZFztiyAIJIb6YpNkEkJ9eeO6waRHBZBb3kBOibKdQb2DEHUiMue+yXRP3AM7AZMgCPFACTAXVxl5BZ8Cdzjy3YYBdV3ls7kiLcyPPbdM4MON2Uz6dhJ/TfyQJxaMIq+yibRIf9J7+SIu70sSoAt8Hd2aKUzTKzsuAPrmIsAPQmPwumEDb9RY2o2Q1Vi2IAjcNi6JcX3DOtQQ6wqCIDC9fzRJYX6kRvhxsKyeghNN/OXzg4xJDOTj3ZX0TB/850P3rVTODXJdZAR2Fp5kZlb7Vl9dISXcl34xfryztQiDCE+vPURimB83j0ngm0MnuXN8Ag99cogf2R3ptHDuO9L9ujA1M1L7VJtAP/vFIQCm9Yv6UaHQnwLVDi+Vl6cnT87K0PIr20IloPddkkSgt4GEUEUINLe8gcXrDhMbqLzZrHYY1CeIoUlKAcMVgwWuHtKHv32ezddHzjcl+9NHtL+BEkcJn2vz+i2FjVySGsaKXcrrQwQ8jSIRAe27XGzO77g63BUD4kLIqWxf8DEwwoM95Qo9EYB7L05kXN9wBvcJ4pFPDtBksXdbla/n9EWOM8K9GBAXwsCYAB74KAc7yjGOTwrgqzbXNTPCmwPlTsLR1e64dp2YnB7G1oJqbhwdzxhTKIXVp5jaL5JPO1Fr8NCBt1GnKQQkhnpytKpFe3d46gVaHCfjjjGxLN1ShF1WdFT7Rfq4tSlz9S+r+xTgZWB6VgLbCvcBMqpCh3r+hsQH8+BlfRFFkbQofxJ7+XHN0h0YDE5p7BYb3DkhjvhQH6ySnSOVDfzli8MsXZil5cu2RVcqA672Rd1Zg6hD0Dn5QlqkP4/PSOfRT3NJCvM7HyKjQA/IuyzLNuAOYB2QC6yUZTlHEIRbBEG4xTHbWqAAOAL8C7itu/XaZeUcRNRsQ/xzGHO2TsDfYOHp49PR//e/pBssCI8Hkr68LykoF1jMvRkBRVPI/fw1wOzXEby8us1t+TH5L+qyOp2OjOhApvWP4l8Lh/KXqwZz8MlLmZzR/cjv58CfpyXx0twBmJ+exJq7RtM32MnN5wwIY1Za9wUAwT9hWlidiw+8pvn0K2fXHChnbfYJAKwSXJYWTlqkP/1ig/nw1hGkRocQ7OvBn6eZztYud4uA81ys8pcGNXlfp9NpeW4PTkrhuXV5P0rj76fCorEJPDgpmbF9w1i87rCmS9cW6otkWv9o3rlhqEbu1N9nD3SG9kvrWpnWL0o7BxnRgbx23XCmZIbhq4fINuq/3Rnz80kr+FSrFV+jYoNdyVGIn5EhCc4q7MvSwvA0iFyUHMrfr+7HfRMT8dLBgBh/3rl+SIfrvmNMDH+7MoMHL03m6iEdDwhTooI1cWiAvIombluxh4QwX967eQT/vW1kh32jVU/ciD7+3DUxEQ+d4hW9d2ICVw9QvKuxHTQO8RAg0EuksMbCmgPlPP35YeYPV4JTEoAgYBCU+UB5v10/Kh4d0Mtbh7de4JK+SiXvxaYAQhyeumG9ffHU6/D1EPHWC/gYdGw9Ws3jDrkbUS+yeL1yP04fEN3umCalhNBqVySdEkM8mJzei9vGJXLvxUn4GgW8RLhyULTm/ao5JXHnxSYsdlgwojdPX9GfXr5GhsYqXrHx8c6Dv3ZoNM/NTCEx1JtLU0K4ZVyi27avHKSIdW/Or8ZcUa95sEVRxNfTQFZvZ6cUUYCLTKHae7ttxfjpwtW+gDM9wrVYQRAETOEBeBn16HQ6ZZrN+lNGjnuEHj3HsiyvlWU5WZblRFmWn3b8tkSW5SWO77Isy7c7pmfKsryru3Xm1buzAsHlj5wb4Z9J7X9vi+jFyueY1yAisyeHclbhSgANBgOvzB9KZM+98T8Z5o5MZvqAaE3t3a5TCEXvQCN/vXowz88fQYxjRJ8Z6dPO3TolI4xlN478WfZ10diE7mdqg9hAI3qUNmACMKh3oFtYKz1aeQB9fHy6W9VZg0F3wdX2UyMh1Icl12b9vK3ReghRFLltnImMmMAuNQRdB36ug0f19+kDY7g8PRQvvY53tx9vR1D1ej3/uGYwH9w2mtevG06wt4Hnr0hjWr8IEkM7Nz4Lhvfm0BOXMKwjRnEOUN3qbFw/LE45V6MTgnh0ajozBsRo4dBL0sJ487ohWjHKyt2ljE/rxd7iejYfqWJGmrJs3xDFii0YHst9k/sxa3AfbptgIjMmiMVXpGnvj8tSFKHWqGAvKhxdMEQBVh8oZ3zfXqRHBZARHYhOp+OL7HIeuNTEqlv0jKXbAAAX2UlEQVSHc+2QKDxExbsEYIoMZOUPJcwZGou/l4EJqZHEhikv/BMtAlMz3buH9I/2YXr/aJotElMywrHZZWYNiGRIrBIOb7RIWGWnSHyIp0ByZCBeBh0nmu0022S2FtbhJcLWY408dHkqC0f05o9T0vEy6Jg1MBo/LwO3jU/CQ6+o/guC4OZt0ul0XJkVjY9Bh7+nngBPPT8U1TN/WDQPXJLM+nvHM6lfNA9+lMObW45x6/gkDAY9/95ZTKCP8r6ICPTi1rFJvDRvAI9NSycjJpC3fjuUpDDlOqiewQg/A5vM1bz3Qym7i+q4afkebhmbyMh45RxNzQgnMtCZZrRsS6H2Xa0Gnz4whrscIV1fD4U4qR6xhDAfJQc1qnNbcLC0vseh1M6cOVplepQamTv3MZVzOPgSYPynZ7boLXnwWB3cdJPyOXHuaTee/qmw4Q8T6XWOW8q2vfH+ekUmegH+Pqc/giCg0+n46p4xpET48p9Fw3l6htKq5s6LYgnxMXKr4+Vzz/j49uv+EfvlawC9CDcOVUbSt4+Opl/s6etAfbKvHBuQGO7Hi/MGMH2Ae+GBSuCeW5f3I/b29DB7cNzPtq3/RRwsq+e29/aA0P7+Pp/wYytZ1+ZU8EVOFS02OwtH9Om0UCM9KoCMmEDevXEYVwyJ4+VrsnhmRhoAA8OVF6wRxcD/bkICGw6fwFx1ihW3jCY+SCE4Q2K8WTA8tt36zwSn65jv5RBPFgWY3C8Gfw+R3IpG8iqb0Ol0zB3ahxAfI6aIAO18qlpbIT4KOa2ob2Xu0DhAIaUBXgaucrRUUyEIArOHxPH8VRn4GEXSHGLBMYHerFg0kgcuNWF0eM8Gxjqvm4zsaN0WyrHaFp6Y2Y+7Lk7GKsO0fhH8aWoqD16ewrqcCkCxN7eOTeTy9FBabDLfHznBfZckMryPcv0OVrawZl8JwxMCKKxqprHVxvf51ewsUkhOUXUzPgadlmLj66EjPTqAp2dl4CkqOV9PTE/jyqwYmiwST3yex5whvdGLeuwyinbh1DRuHZfYJZnRCTo8DCJPTk9j+Q1DuW5UHF8erOKivqEcqmhkcno4915qYtn1Q7h1bBLv/nYw84f3ZmKKEkWKCfJq5wVPjwqgsFo5DqukcJraUzYemNSXeYOU8OO0jDBW7y9jy9E6pmZGsK+knu1HnRX30cFOAuc6sEkKD0RAaX+XFuWU91CLBLt6zlyVBc4UZ6My/Wzj3MZ0xo6Fgr/DsXt6vszwDyAiovv5zhE8PT3Z+eQUrnp5AztLum5J1R0uT+/F5zknTmuZ5A4G0gPje7HqztFuL4D86laaLXbyq1u5algCXt5eTMmIYNKAPlq+312XpNCnly97jtWyYnsRNmDlDYN4ctU+9ld1LlsyPFJkW1n76beON/HOtuO0Ckp+ipe39xk9DI9MSQUBHpmc2mkRiWrgP9t5hCVbuy5MCPcWqGh2f7Bd81V6ecIJR87S+EQ/pmfFcayygV1F9fxuYiLbj9Wx6KLT9xheQM9xNjpp/BIwNTMSu92ODoGp/bvO3WurPbWzWCnUGJ8RQ79EG/93eQqHTzSTEu5LfLg/qRF+6HQ61t87geuX7SS3rIk/zYilrLqBLw//OGmPVmBcvA8bjzZxRXogW481UNbY3gYkBBkoqLFyotlOv0hfDpQ1UlLX4hh0O4WSO6ouVo/30Wlp6ESBRyanMvip9QA8+1UBKxaN7pTk6tDRbJE40WhDJ4Cg06HT6bh1XBIxQd48sToXU7hzWZUc5Fc2ctf7e/kwOYSl8wcRG+zN1MxIZFmmqLqJpb/J0nKxBEEgNdKfz3OqmNIvgjsm9CU20Idtx/az6KJ4qposLNt6HFBImGtob/agaDw8PVm87jAyEB3ip1UsHz/ZxAtf51Nc3az1yZyaoaSEZBfXKv1ihydo4s2u94SaQ/nq/EHK7wIY9SIJYb4cPdnMsq3HkOxwtKqZxesPc/+lJt7dWsS45HAAPt5byvLtRdwzMZEAT73mUWsLf0/FU5Ec5sP+0ibuGJ/I1MxI7lyxG4BPD1QyPEEZoAd5G1gyP4u8slq2HK3DoKNT+zm1fxToBC23Vb02PUFn+m2/dJz7RJyOCNvsNyFztvLdYoH358Lc98F4etIg5xIPT89k5qvbz3j5y1NDeWnuQP654TA/HG/glavTmfP6NmqabQR6ihw6aeWSvkGE+HhQeLIZP0+RFkngjQVZ7dbVkdio60tQLbIA9wdCp9Mxa1BvZg6MZc7Q3prUwYd3hXDJ819zrM7OVf1CKaptZdvxBnoHebL+7lHo9XqS/m+d2/bSg+CWsYnEhvhweVoYkUFeLBpzZkRHr9fz+PSuw+HqMadMHcDxhh+0HDhwT9odGuPD3BEJ3PufA9r0/tF+rLx5GP/6vpDYQB8ku8S9H2YzMDaA168b5pYgC5CV0HWl4AX8eJyJYO4vETqdjpkDz8z7teiiBBBg0ZgEREff1/SoALKLa3n804MkhPiQEROIXq9nRGIoW/JrKDjZxJ0Xp/Ll4a2ntS3XZ0jFtEFxPDAtSHtJxv9xbbvlZmX15uVv8rHYwW6XkIHcsga8DKLSPzaqe4Fk1+c/JtCL2vJmYoO8u7w/SupakIFwf0/+PncACSE+GpmZPiCapHC/DgliaoQfH+wo5NvDJ3l8dQ7XDFe6e7yy0czi9UeQL5W5Y4ISqbDb7Xx1sAKAkw0WBEEgKdyPEB8j41PCSY3041BpNduPNXLFgHBuGZeIHZml3xWSGB7E4i8Pc/eEeF7dVMgDl/bFbrfz6b4Svj+srPPljQWoxYtqZ433dxbSYLHz5pajjEsN69TOp0b4kVNaR1qkEu5Dhmc/P8TCkX0YawpTCgDCfLFLdqySHbts1zrLTOsXwdjkXry3vbhTeaa0KH++yK1idHIY80f788zaQ4xLCefmMfGsz6lgf0k9swZG4mUQWZ9bydxhfZg5KBZRL5IY6ttp4Y6rMPXp4tdqM849act8Ew78FqUT1ucQfTOkz3JONxphwcfnau/OGP17h/DRzYO594M91DZI1HUTCfcAnpiZwqbDJ0mLDuDWcUmIosg9l6Zr83x+3yUAHSq2ny5O54ZWk6BVGI1GNvz+MlYfKNNGQG3358/Tk/njp4cBmJQawkvzBrEmu5zn1uWR2MuX28b9PEUCoijyj2sG86dVB1i+vRgvg8iK32bx13W5bCtsYM6wPswcGENDQz2PfXGMOy/qzd2XpSGKopsx1hv02kj2Ai7gfISaV9cW+VWN1DZbyK9qJCMmkINl9fx7exH3X5asVeJmRHiRXa70SzbolLBloLeB8gYrXiKcksCog6uHxhDu58Wb3x+lrtmGhFL9aAf0ot7NpkR6Qdkpp+7XNVlR3DI2keySWtblntSepRA/I29eP+SM7FlUgCfZ5c1EBXSdTHzL2AQEnZPQyrLsNmjtzBbqdDoSe/nzfUEtdc12jejFBHojoIRZVXy2v5T9pUp3m0vTFE+Vq8dQEASCfbyARmqabQ4bk8yE1AhSI/xIilCUCS7JiCYt0p9Ve4q4Z6VzMGmTZOYNiWbVvnKuyoph9f4y3tuhKGsNiwvqMpSeXVLLjct+0KotZVnmwcuVwp5xfcM1D93ewioaW6zYrDbssh1/Tz07CmtYNDaxS6/V7ROS0Rv0LBqTwMHSelosErJdpl/vYO6+2MQLX5kprWnFQ1QKx1R9tBkD2ku5XEDXOPekbfZs5e9XBkEQyEoIZ9MfJwHQ2trKjJc3UVBl1cqiw3z0/G5CPJ/nVrN0wSCMRiNXD0/sfKUu6z7XI4i2I6C2+3P18ER8fLw1opNTWsdzX+TxwKS+P7u7WqfT8cSMTIbEh2ijuhU3j9ZIp06nY+G4DBaOy+h0+TMd7V3ABZxrqMRMlTdICfflmuG9WTQmQSNO/WOCyS4vQRRg7pBYVuwoYt6QGJZ8e4x3rxvI2zuKuWl0vJaDOi4ljMNldTz0yUFuGxvH29uKSAhzL/zZ8PuJzFyynazYAN7bWYLBoOfznArW5Sq5TPlVTUzrH8Fj0zK61MqEzgeqt09I5ruCndw+Ibnb5VwJ7enY0EemplDTYuH52ZmYq06RFumP3W4n2MdIYpgzHyUx1JcgLz03jUlgxqDYDreTEuHL5wdPkBLh2256elQAdrud/BONpEb4UXRSIYBRviKljRLD4wP56lAVz1yRSWZsEHa70xMQ7NNxFEo9ftkuK/lmsvP4p/WLIrGXr5s9fmPLMVolmb99k8/RqmaemJGGTtBphQydwXXAkH+ikfoWG/knGsmMDSIm0NNRYGGnxSrx7rbjDOwdwKxBpyf1dAEKzj1p+x+Bh4cHX9x/KXa7nc/2l2rkQRAE5o0613t39tGW6LRt2Hsu9sd1VOcaEr6AC/g1o+2z+Nm+Ep794jB2yc7tE5IRBIGrh/bmk/3lPD0znWn9oxiSEMKUjAgudnh9Bie55xGrnvdAbyPjUyOYmB7VbjDm6enJF/eMxWazoTeIPDI5lUPljQR6ikzvH8VVg2PJiAnskT3IKa1z8xSp6NdbkfnpbCDY2XKng7yKJrYcqSavogmdqNOOv23OXXp0AMtvGt6ljYsL9UcnKJ+uUMlVfmUj967cB0Blo1KWkBkTSH1BLVdmxfD054eJD1VygV3bM32eU8G84fXtiKia0/a7iYm02uxuRE/bbmm9lpOndvlQCSoy3PrebhLDfHtMcouqm5EdnwAIAjpB4YstjjTH9dllF0jbGeICafuZ8b/oEj4b4dwLuIALODsoqVGkLv6xoYCxyWFkxgaRGRvEyltGdJnj2hauid5dPdeuOWjp0QG8d/OI07YFnelydecx+7F6XuAML28yn2D5tiLeWDiY9OiAM4p2/H979xpjV1WGcfz/zEynBTuUAi29MNqbA6VUBlpECC2IBNDSElQuBmMVgxREILEhIopcIiFyi3xQgwIGI9pwMxCDEQWhUWuFWi7FVooWocU2BelNepnO64e9z3DmdM6h00679mGeXzKZM3ufy3veWWfPO2vtvdbM9lGo8d1ez5IlK9cx+56/cs/sKdx27pGcMXkkY4buw8N/W8XFJ01gxlFbOGS/AWzY0sH2jqzyOap1CPcuyB4/Y/IIDh+53w7H2tI5bX9YupqNWzqY/8paJrcO5aU31tO5vZPP37WQQc2N3P3FY5g0akjXKh8Ak0Y109nZydzT2pg4omWn32PrAdnQcWt+ReiE4S0M3beZhrLfd6RfWKBu+QQd2+N6WoDbzNKY1nYgzQ2wuaOTp5dnF+jsytQGe+sx0H2+rN6YOLKFb8447N01XnfBGZNH8vXT2pg+IZuqqNoUEjtznKuc1LWkVBj+881NjB82GElMbh3KvDnH0djYyHWPvMR1j/6drR2d3Px4NpXRhINbGNzcwOCBTV1TnSxZuY4v3LWQJSuz1RVK+Z5z4niuPL2NOdPHd8U5f/laNmzuqDq1TOk93fjrpb06ds9qH91tKqbSeX2tB7w7fO6ibde5aLM9rr9M12BWDyYfMpT753yM2cd9cJev4N7bdrXYKy0PVm2Fip19jnv/9G/UoB1mzS+3O8e5mR8Zxe3ntTNhWEtX4Vd6zy+vWc+bm7YycURW9JRWzThi9P7cd+GxXHLSuK5idvmaDby1aSvL13R/v6VzzhobG5k4ooW5p7Vx4QljmHt6GxdNH1c9r0G3c+F2RmVhWnofM9tHc/zYbIh6WEsBZqGvUy7abI8r4gSFZv2VJJqamnhy2VqWrdmUOpw9qk/+YcwLF1H7OCaJiSNaePT5VTucO/ZeSoXOpNFDdoj3jbez4eympgFdEw6XXm/FW+9w2+PZwucAHds6iPx7NaVC9rGX1vDLha+zdPXG6oHlKxD0xbqbDQ0NnDM1u0Bj6pgDd/8J+yml6qaU1Am8k+TF96xdWUe4v3GOanN+anN+atvJ/KihCMvyJNDL9qMGmgYMzNadfI98qaFRjQMGxvZtW4jO6jOQ94oa1DRgUHRsy6f4rohBDY1dr9U4YKDU0BjRuZ3ttdbJLP3ue2wDFfnp43ZSHm/92SciknZ2JSva3q8kPRMRU1PHUWTOUW3OT23OT23OT23OT23OT7F5eNTMzMysDrhoMzMzM6sDLtr63p2pA6gDzlFtzk9tzk9tzk9tzk9tzk+B+Zw2MzMzszrgnjYzMzOzOuCibTdIOlTS4rKv9ZKukHSDpOfzbb+VNCp1rClUy0/Z/rmSQtJBKeNMpUb7uVbSyrLtn0odawq12o+kr0laJmmJpO+ljjWVGm1oXtm2FZIWp441hRr5aZe0IN/2jKSPpo41hRr5OVLSnyW9IOlRSZ4ZvSA8PNpHJDUCK4Fjgf9GxPp8+2XA4RExJ2V8qZXnJyJeldQK/AQ4DJgSEWuTBphYRfv5ErAxIm5JG1VxVORnHHA1MCMitkgaHhFrkgZYAJWfsbLttwLrIuL6ZMEVQEUb+jFwe0Q8lv9TdGVEnJQyvtQq8vMAMDcinpJ0ATA2Ir6dNEAD3NPWlz4BvBIRr5YKttwH6NUiIO9bXfnJf74duBLnpqQyP9ZdeX4uBm6KiC0ALti67NCGlE3ffw7wi2RRFUd5fgIo9R4NAVYli6o4yvNzKPB0vv1x4DPJorJuXLT1nfMoOzBK+q6k14DzgWuSRVUcXfmRNAtYGRHPpQ2pULq1H+DSfIj9bklDUwVVIOX5aQOmSfqLpKckHZMwriKpbEMA04DVEfFygniKpjw/VwA358foW4CrkkVVHOX5eRGYld8+G2hNEpHtwMOjfUBSM9l/apMiYnXFvquAQRHxnSTBFUB5foANwJPAqRGxTtIKYGp/Hh6tbD+SDgbWkvUG3ACMjIgLUsaYUg/5eRF4ArgcOAaYB4yLfnwwq3YMkvRDYHlE3JosuALooQ3dATwVEQ9KOgf4SkSckjbKdHrIz2HAHcCBwCPAZRHhBUMLwD1tfeOTwKLKgi13H+5aLs/PeGAs8FxesB0CLJI0ImF8qXVrPxGxOiK2R0Qn2bk3/fIk6TKVn6/XgYcisxDoBPrlxSxldjgGSWoCPk1W1PZ3lfmZDTyU374ff8Yqj0FLI+LUiJhC1vv2StLorIuLtr7xOboPjX64bN8sYOlej6hYuvITES9ExPCIGBMRY8j+AB8dEf9JGWBile1nZNm+s8iGKvqzbvkBfgWcDCCpDWgm65nszypzBHAKsDQiXk8QT9FU5mcVcGJ++2Sgvw8fVx6DhuffG4BvAT9KFJdV8PDobpK0L/Aa2fDMunzbg2QncnYCrwJzImJluijT6Sk/FftX0I+HR6u0n58B7WTDoyuAiyLijWRBJlQlP83A3WQ52kp2ldsT6aJMq9pnTNJPgQUR0a//4FZpQycA3weagM3AJRHxbLoo06mSn8uBr+Z3eQi4qj+fflAkLtrMzMzM6oCHR83MzMzqgIs2MzMzszrgos3MzMysDrhoMzMzM6sDLtrMzMzM6oCLNjMrBEkb32P//pIuKft5lKQH8tvt+cLfvX3NayXN7X20ZmZ7n4s2M6sX+wNdRVtErIqIz+Y/tgO9LtrMzOqJizYzKxRJgyX9XtIiSS9IOjPfdRMwXtJiSTdLGiPpxXyy3euBc/N951b2oOX3G5PfvlrSMkm/I5sEu3Sf8ZJ+I+lZSfPz9RfNzAqjKXUAZmYVNgNnRcR6SQcBCyQ9AnwDOCIi2gFKRVhEbJV0DdnKGpfm+67t6YklTQHOA44iO/4tAkoz4d9JtnrJy5KOBX5AvlyWmVkRuGgzs6IRcKOk6WRLwY0GDu6j554GPBwR/wPIi0EkDQaOB+6XVLrvwD56TTOzPuGizcyK5nxgGDAlIrbl69MO6uVzdND99I/yx/e0dl8D8HapF8/MrIh8TpuZFc0QYE1esH0c+FC+fQPQUuUxlftWAEcDSDoaGJtvfxo4S9I+klqAmQARsR74l6Sz88dI0pF995bMzHafizYzK5qfA1MlPUPW67YUICLeBP6YX1Rwc8VjngQOL12IADwIHCBpMXAx8I/8ORYB84DF+X3mlz3H+cCXJT0HLAHOxMysQBTR00iBmZmZmRWJe9rMzMzM6oCLNjMzM7M64KLNzMzMrA64aDMzMzOrAy7azMzMzOqAizYzMzOzOuCizczMzKwOuGgzMzMzqwP/B2rV7dJfxnrKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Available variables to plot for ATL07: \n",
    "\n",
    "# height_segment_height\n",
    "# height_segment_confidence \n",
    "# height_segment_quality\n",
    "# height_segment_surface_error_est\n",
    "# height_segment_length_seg\n",
    "\n",
    "# First Create a condition dictionary with the variables we wish to filter against. Here we want to only show the gt31 beam and good quality (quality = 1)\n",
    "cond = {\n",
    "    'beam': 'gt1l', \n",
    "    'height_segment_quality': 1\n",
    "}\n",
    "\n",
    "\n",
    "# Unfiltered ATL07 heights\n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl07_1305.loc[(atl07_1305.beam == cond['beam'])].plot(x='latitude', y='height_segment_height', marker='.', markersize=1, linestyle='None', ax=ax)\n",
    "atl07_1305.loc[(atl07_1305.beam == cond['beam'])].plot(x='latitude', y='mod29_ice_surface_temperature', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "fig.suptitle('ATL07-01_20190323211343_13050201_002_01.h5 gt1l not filtered')\n",
    "ax.set_ylim(-0.2,2);\n",
    "\n",
    "# Filtered ATL07 heights by height_segment_quality\n",
    "\n",
    "# Create list with the variables we wish to filter against\n",
    "atl07_cond = (atl07_1305.beam == cond['beam']) & (atl07_1305.height_segment_quality == cond['height_segment_quality'])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl07_1305.loc[atl07_cond].plot(x='latitude', y='height_segment_height', marker='.', markersize=1, linestyle='None', ax=ax) # plot quality and beam condition\n",
    "atl07_1305.loc[(atl07_1305.beam == cond['beam'])].plot(x='latitude', y='mod29_ice_surface_temperature', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "plt.title('ATL07-01_20190323211343_13050201_002_01 gt1l filtered')\n",
    "ax.set_ylim(-0.2,2.2);\n",
    "\n",
    "# Filtered by quality flag and plot height estimate\n",
    "atl07_plot_var = 'height_segment_surface_error_est' # set a plot variable that can be easily modified\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl07_1305.loc[atl07_cond].plot(x='latitude', y=atl07_plot_var, marker='.', markersize=1, linestyle='None', ax=ax)\n",
    "atl07_1305.loc[(atl07_1305.beam == cond['beam'])].plot(x='latitude', y='mod29_ice_surface_temperature', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "plt.title('ATL07-01_20190323211343_13050201_002_01 gt1l error est filtered');\n",
    "\n",
    "# Plot unfiltered ATL10 heights for comparison\n",
    "fig, ax = plt.subplots(figsize=(10,3))\n",
    "atl10_1305.loc[atl10_1305.beam == cond['beam']].plot(x='latitude', y='beam_fb_height', marker='.', markersize=1, linestyle='None', ax=ax)\n",
    "atl10_1305.loc[(atl10_1305.beam == cond['beam'])].plot(x='latitude', y='mod29_ice_surface_temperature', marker='.', markersize=1, linestyle='None', ax=ax, secondary_y=True)\n",
    "plt.title('ATL10-01_20190323211343_13050201_002_01 gt1l not filtered')\n",
    "ax.set_ylim(-0.2,2.2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What do we see above?\n",
    "\n",
    "* Height values with higher IST are getting filtered out. This is consistent with areas of more open water.\n",
    "* We can use IST to find thin ice freeboard where there is ATL07 data but no ATL10 data.  \n",
    "\n",
    "What else can you determine by plotting the other quality flags?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
